{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization for feature map\n",
    "\n",
    "This is a script to show feature maps\n",
    "\n",
    "本脚本用于展示如何可视化特征图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\WE\\miniconda3\\envs\\salience_detr\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "c:\\Users\\WE\\Desktop\\Salience-DETR\\models\\bricks\\ms_deform_attn.py:26: UserWarning: No cuda is available, skip loading MultiScaleDeformableAttention C++ extention\n",
      "  warnings.warn(\"No cuda is available, skip loading MultiScaleDeformableAttention C++ extention\")\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "import cv2\n",
    "import torch\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "os.chdir(os.path.dirname(os.path.abspath(\".\")))\n",
    "sys.path.insert(0, os.path.dirname(os.path.abspath(\".\")))\n",
    "\n",
    "from configs.salience_detr.salience_detr_resnet50_800_1333 import model\n",
    "from util.utils import load_state_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load model state dict and set to eval mode\n",
    "weight = torch.load(\"salience_detr_resnet50_800_1333_coco_2x.pth\", map_location=\"cpu\")\n",
    "load_state_dict(model, weight)\n",
    "model = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare input image\n",
    "image_name = \"data/coco/val2017/000000000139.jpg\"\n",
    "save_name = image_name.replace(\".jpg\", \".pth\")\n",
    "image = cv2.imread(image_name)\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "image_tensor = torch.tensor(image).permute(2, 0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a forward hook, which saves the output tensor after the forward pass\n",
    "# for image.jpg, the output tensor will be saved to image.pth\n",
    "def save_output_hook(module, input, output):\n",
    "    torch.save(output, save_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# register the forward hook and save the medium feature map\n",
    "hook = model.backbone.register_forward_hook(save_output_hook)\n",
    "model([image_tensor])\n",
    "hook.remove()  # remove the hook after the forward pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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97sNI2mbsZ9Z+x9C2u8mFLvPdxEmcSrj6aemaXM9hFvFCUIQEJNJAHImI1HGONGEVglbAbTp0gIm87SfZ8ZbdAyGqMWY3ugwMO0nWbmDHIufp4RQjHPny7Y7E3I8jL5MYiZa0RdpWtZ89kB89x8N8H4fPbqdzaIi1u5qs6TnPmT+43m0+NLw2ClFNCNEUbqztTraQNumDojpmEZiF5qA3psOYcfN3ymLo5J1UXTb2S6QJcAszJ3O2zkl5XfZir725YY47tTQJ1QQ12R1cBPJ2DuM2TYTc6j5pocoRYt2l8pszeTXz7lpTPSsEVcZP0Fm2xDp/cUmvEEOpj4aQSxkLLTmV6hZxxFjurdrjCDfe0lbp2xZuPk3gpMgFHOktYDeTz0FrcGX9AgICAgICAgICAi6D1RNU0eLoAJ05zCo1hyFYQjQXMQRmArNqrasMhND6KkdShbwjmCUcGUnwGIYM3GjLOIlRGYsxRGfefiy5i3DkUhbmQk7kvGbLapNe2Is0sY4joEJoGjiJVKT6RIiSEIAKZjEvZYrkWEhJuwtiUXuVvjlp6j+GkcaOAXcvcsOmrxNR4jDb4SMk6suF18wwsLbNmUevNxLGg6rPpA41YAe89s6PM8Eoj/3ZnoRc3HzXE4xwij868GZDLIR0aGlkZ8YQxn2DEC/aRg4BinDWcCqmQo61NJN5iLWUdBhyeSN9ZMpe77X5njPfUZfrb5GoalXSFkYlOQYzDzT578JsZEh9sekDEPV5xGkREHW+XpvHELRj95yMqZTbWcZsjAzacqy6ch1L0I6RqL5N7nFzRYhry6ox16T+h239NmDmwEmIb4S2lf5qxMvQlrluN4Za9h2skdZE0PNdCKnMe2kPOM3PCDOHxnFEtSl9NAnUodJlJMdM2rr2QnSHeb4DZixOQvOWy6gFffviyK/cnr7wHq1yOpFOS+YWZKvt+OpeWSq+/nmWypNW+TqcTtpfU8f+vwJdVz9/fe/JK6iLr+6kN6e2p5Ma6thXv9ylVDxb3nOH/DKVinXkqbhWlHqs3/xUPv7Y5DPS/DH+X5d4DtJ9l6XG66u/arVeP09/w0+X4asjZ42xHiu/c+qXyAPS/eHXxVdx1yrfdS9Nz/+t6SRdnRWv1LFL3AgrVJUP6jb76qa+6rTCXqXWXEjnWXxwKTn+8eX/59J5BAQEBARkYvUENVF1tRIxsN9WPRVwZGODOq/ZdPnHFeP+cc1h/mnpf2o5iEQqJYRmjkQlFOzxFE4CN4yR2ObMwvtuzDpxkjShBGDZnnc5CVADR+hEsgppIioSoh0YstSyZUQ4ItrASeWkqkIOqvZcyouFvIH5Zzxk+qrSZ8jpbgwRbeZ5qn0Tv1VfT3tyHeyG+//tJ/lp3seP8TtGooq9902kbX+l3Bw8yp3MLfXBjkUo5mES9j/6cmdvWSNty8oiqUVKDE4aPmU+8TkjGW0Op/tNjjtdUBq2Kq7L9vkcMK3ykwWWSCPVBkc8BIe6Vtp5SrclixORQAtRzdv+zOH06mXBI2RCS65l/sY4rQC5Z8ioIY/bvtwFNLsgGlQELMaQeWs726ljFjiLaZX2RPLfa/JuDtp5IgtnKbdX1TNn8ipaSWzcZesVkyyiZN4WVVFjpPuthFMPls0Y2Yg4oJrRQJGDZQzZl76YseRayrZt0eV2LKkusZJYBAQEBAQEBAQEBFwGqyeoCRmYIq22KzaUci6SLHGEI0wJ0juqwqREephX3zrf2DvW1+S6lDPvnMZEXETFUEiS5NNrpIOTeSd1EttHkT5JPjmcAxshA211XZNSUa3Utowlm5Z0h3SolaYJarYO8t00n/bBdQnhvJeH2fPJx1jzQ+cNcarjHAr5ap22vpPH61xTOE+xEtFurzPph2wbSqrNCeYx4yHkbU71s0jCZ236InSGTV8KgRSJnUhXW37eMoeUBB1snpOYDQerbhv3urwrXES6Do5Q99o87fPJrnkeN1fkYU1WURnPq/tt+8gb9fQKK21Y5dlY7KSFIMv81OWqdyBph9wr/Tug2mTrUMwrtV71TpUwfVxQeYKZOyL5FQl0zrtPJPuHVF3aYN7xRdUOadM528ci2bWfnHqeLlN/IcEBAQEBAQEBAQEBV4Cu5eXVuZbruha7OJ7EkZeT9nsrZjUqhEUkoCLd7MUsbHMYadEARnI6hZF6iacvrcokC3pZrM/gFswi5XrC5jGKIcXDQB2Kw8omUYiV1Pm0zXMI2LxS/RfSjmiaNq2CcyYjasCakGoVyiJORVLs+4Q0xjgbT5E8Tdrvos1/DOchWNRuD+DUNj++zE9ueR+/8aGfNXaYu3CeYi2Jvn/bJ9nJV3iAf8PkyY0wWUjaWL33KW7jIEfZxuln19P+w3VGarYfZyfZFnVtUREbwIxjn71B+jGPI3Gzqm9Fyi4EccqmyXmMm0vi6XcDjiCC24wQ6apsfggJtSpjov4bLdt6TeGk6lqtTKfP2/KEgEveUyTqrMlGi95MUNLBCOeUCzDk7BxpSa7elLF9VRl0Ho9jnLdgLW0Vdd1JnCC4iSP6OZyH6j2k1ZAj9fxBez6h7pFNk0M2zwmp7wCJI69EO0He50HcpoS896KWvcf2gVyP4e23wB5YfiPPO3R1fTUjddQ71yqWvsrjbEZahorhCi9+vZc49uGrH89f4hjc7+7F8ixf4j7IVEf2Nyy05L3mpel7K15aXR373f2Ad15Sx/6m1gGluVP3+rsxqU789usxzVL/9Z/1x1irh/r9r1Vs/TLq6tjvVH/e6Pr4XpR1h/hzQ6ut+95/9Zj7Hn51e/26+O3Q+c55aep3u+oljanjtpd2UB3H/tKmyztfvMQxUFDld/Bw7hLHHmrpSb184tK3fjujq+uPM1KzvPFebdqK3ekrePZqveNe7XNZu7RZHqezPGffdemk0az/G8DEVXqSrvrvjkLzTzMefOLqysvE1Xr4hey5kzVWWXPqCjyHr7q8rDyv1hN1lkdhyPZwfHtGWla+k5dMWV5+02XqcyUyDhHaxCLh1FIn6yQmuUkIi0iOslzBCwG5GDQ5EEdM50gThkF1ryWh7fWqXkJm5ficenbZqkxKljbMSdTlJKLyz0mkRFpapAmqkFMhqiJB0iqWIpGVhZl8t9V5UT2rpbiTOIK6t4s/3PJ6Q1obuNA9VaAC+co56jzNKE8ywinmqn3MtDckjnrmF/ro7lmiQoul/m7arDPlSx0LQDtH2rZYxrxXfWRMJH2atKRbOk4gzwtk7Hyd3QHSdsX6fiFNfaRC0iTSu5z6eI6GOjpd6uPPZ1SZmmAqb8tRn7MlTuqttQRilZ/O174bJcwnspel/lJXkRTLxgbqGjjPu2M4ib9ck/vb6tuOezIvZZ5a6bzzst1FWh1f2qZ/1LVUeNBrn5ovF5VyBwQEBAQEBAQEBGRj9QQ1URvN4VT8xFmALGhHcaRRbETlnltwzlbmMDtEU/bZYZzDJYFIUOX5Yfv8adwCeYMtU6sKr8ftlC5inCvNYEhPbO9RqpOUjT1hUqa1q+0ICbNo2h3VCQxRqONUZGXhL1JWIRc1nCOmum36ftIeVAu4GISRvb+OsXWt4OxcIxyJ+Qg0H7jB2bzuVeVUoVxuMU8f05T5Lr7Odd2nmN02wBerL6Tz8SHOUuXBnT/EDbd+jTUsuHicO3HS5KjL2IAmBF9IjEiqZQNAk1Ht9Eok56K2Wichk8IR2zW1MSCqvVKGJqjzGKnFBuBmNU5WitcQyeskZg6VIVd2hE5IWQRMlm099eaJSBBlfk7hdqKEwB6z9dpgztt59bydw8UytMs46azedVT2nKJmK5L4yJ6LpL5C2uGR8N9dGGGlkNLKoqnHp3Gq5gcwUgTZ0BDyG9lvpnGbCyLBjoHNJmzP/jxMioTOOn9KIB6zraaCSKkLGA/GhWFjj8xUsD8NCAgICAgICAi4KqyeoCYQQqIdugjpG8KF9wBDCrXEBZzUZd775NRzWvomxHWYtLquqGTqJojKnBAeG+pDYoomdRfJmZb+oo61Cp0v/V025E0IAHMmBmuH9KJcJKFNnDRWiKCWYglyuPie8l3pQKng7heiEuEkZSWczWrR1Kn55Gae3lJnDedpUGeWAfqYo7Q2onn/UCL9W6KbHhZczM2CrWPRlt/KQ1y3/TKFIyvaxlLbB0uabFIo+00hZyvUpcBIQ0WlSuZWL2bMtRRVS1z1uMi4y5wYcKrUQlKlfbaPnPRXS09tuKIkfusyZqBnVZ20tFfPT03krDRSJOg5jPRWC29lTminT3rTwlfHLWEkpmNAtUOhOEcnGnDS9RizmTGOCxWUkmCKja6oWov3YekcXPibXB/EsgGg3xcw79QGnAp1r7N7TuZzLt3WgICAgICAgICAgFVi9UvIZLEr5E/bhGr39aJ6uQFH9ERyKURTq9tKPrLQF0IiNo/yGcYQBnHWMkvaLhLcgvoIjsSITaQQqpwqb9G2R8jODDAKlXw6tmlyX941pwlOAlU2+Ud55xxJyIaoVtZwIVLq6lwcCBUx5KNmqlCozxhCWb0h7SkYXBzKur1+P0562wIe7OILb/peTpeHOXT0u6ED1VufYpjT3PXKL/IodzL5ZeW6fwxnU9vGEZ4KRkLXsR5nWbb9IIRfpIdirxjbNLHt9ImbhGcRqewGM3ZiqhMNQ3vOjl/NjpnkO03as7MQWb1RYolxCYjmDMnqDLu9D3EW1LLtpAsTy1U2WU7jNAREWv8l3HzMk7aVqpE4CQI1XwbTIV201BhcyJkSjkhDWrIumxQimd8J11SfpTw8TYUWazjP4xO7zVw4ZMdsEmt3pTwFpyTgQlCHcRsI0neLcNA6gdoFPALu3ZRNHrmmbYltmXGX8vLNSq/CzyvUvfO/VcdTXppWl86y18v6KfZtTrNscHy9am13mBXmxU/LsK1L/d775fk2UJvUrVvTSR2lMePPlbY6nvTSdFeVvLS6dz5xiWOAmqpr42kvUY1V0QuP0tbj8Zj3XFYf+32l8/HHX6f59k+6//1x8m2wdN19e2E9Hpu8NN1ZfhmrXTb4A5dlZ+unqf5vee9NSx3fx6XTGr7dnF8fbUvs9VvnFnXi28dmvRsqbTLLtCkgICAgIAtXpuILmH94IlGSx+XHXP8D9MWDsmAWxDjiKeqUX2WlhFZiTYr0VKt+ikRLQtBoSagwghmcEx5ZqAspkTIkZmYOmLL/ELUdorRFpEmivnwjKRLQyRlJWUTaY6pIT8FJmnT3yLqlhJWcLtJTOM8SOdfvO2weDZyEU1Q3RZorUtQaLDYGOdTemZTbPHoD50d7GO6eYoRT9N4xx4mzG+m0rk0T0p04leMYoz7csN+RhDjRKtR60aUlp32WGIo67Zy6V8ikHbtJ6aQ+m38dKFsbTO0xWP7h++VqO1FsvEO7eSKq6S3SEkt93BbCpp0iybjf6PJNJI9C+ixZi/scqYxISxPbqm9FnVeqXsU9J3OihLMpBbMR0TbXLtDPUiXi6Xad850eJy2NJF8hp7JhIH0t36LhIO+ivCeWoLcGzSZLCdyGgDhD6sK8qzUcCZGFm10E57A26kNO7T0gICAgICAgICDgCnAFSngSt1MWvELo8jjbU00ufScxsqgVyeWiykt2SEUy5qvf5ljpXVTXQRiHlsTi5SkERzv7kTJ0PWdxXoWxbdPdJKqSxyB3i+FSE74EDogHrZ2irWukJG0F9dGazVals1CapTu3xNJStyOoo6Rjtoq0UySeHRy5ESnhZN6RhAhmciNEW0qUiLiOUxxr3ursFUVSN7bIjk0HGWCWbpbYz8uNXeO4LbPlbzLoXWIhP31OxTnCkhbZLdebFUKAjthrt5DYBYv0cFLbm8LKXWgZQ10XZQMq6qfiAEtUbbWEry1SwkFcrFIZrDpOUqylrUK6pd1dTiKqCaqMn4yzJsoF0jbLRXU9Vve3Scb9fGcNncaQGbMJnLfoNqqf5D0BJ80WNWr97mhnRza2cFwzRJUZHDldtJsFQzY/eZftxk+uT9kVQ8rWOCAgICAgICAgIOAKsPowM1o4KlKpHGZRvQMjWLkHs2B+BBdKRSRIYkOpVbciXcI5jLpUL86hkSyeRbom5FAW4NbekGGcJFMgNnIicdXfQqTq9p4GTiorhEeI7hBpW0WteiXlTuFIjDy/Hmf3miOt7qxIlhCTiu3HHcBuU7VrSs9y4UC/eWTnoiGHh3DeV0s4m9QiRvJZh3U3fYNousRiNGBUL1sYRzpSFanGAZyd5hjwo7B2Z5Obe57gHvYywil+7Mu/78ZT6rrfPivEmK/iNhxEgqo9AIuKLjZts7VxlU541H6Lai2YCTWAcVO+iNMDzql+lrw1+cWWLf0v58IQz5m8KjjSL5LNBlYKeTHVL9mcEVVnmStyT95sDLRx8W+LuJA0FRyJE/ImBFlfT1R1ce+LvGPaGVcBI9WexGwedMA5iQJHomWOyhyW90a0C7Rqdl21+wiGgA7hHGPJHC8rW17r/CmHkxJ3gPeaOi+/mucdujxNVSb0Jo2/gaLVA2e9tPVcGg117Ks/ZsFX8dSaBllqvFnhUvw26fb6dfPPdX18VWUVLqHgqdFq+HbrNXVc8dJ8VWF9bysj7REvbVy1seS1v66Oq95zD5EBP8zLl9Rxw0vTuzu+2rTuR19t2FdH1aFc/B0jPTZZ6ud+3e7g0tDLiSyVXshWVdf18ea0Dnlxj/eYbuIDfp6Peuda5deffzojf/7rxZDfJt3mu1Mpy8uXCQHybYquLr9fNbJCYmSEBCn6oY0U2p+4TI2yfi+z1LOznvunCCWS1Te1jLSset6dWZuVvw8a/m+Jgh+GS8P/DdR4JGtuHMlIy0JW+6/kf6WPrLHK6JvM56523vjmGBr+b7VGVpiZy/V3VkigrPpkhfbx1zwOy8s/fpn6XImMQxbHejKKxGcMYzf5uhkj3RFJXxPnrEX4QVvl1cTZ45HDLNhEkqXVfIUciPRNS2g14fNtTLtwTplEDVh/tKqpL4XDq4NIc8WzqTiAOqfum73Ic+AkwhdpUyeXdrKkyMyFTn/Sd/nivKlZLe+qLwRrnCSGarF+xoSPKXUbmXE0YPqhhftEuPAjQoQsuVjorGGpp5sBZikz7UhpHUe4RHKbkzytZ9uUMywt8fT7A096LAfa6ZKMmRyLDajkOY9T+/ahx0LuH8SNF44gyhyWtiRqzFKuPK+9Onfh1M4lM3WopaEl0oS0svKRVEzdJubd0YvyGKca3Ma8bxXS71cKem5rR2J6jGQSydjYeQKktRtkw0EWnr1unoq0VOqoi4/J/k0PCAgICAgICAgIuAhWT1AjTIiLDwKlDsXSLHHczVKcYzEaIF+a5SVr9xHdWmLi1lGmp8pcaPabHeWmzUMW7EIM9qPie/ZBZ7uzqRTE1nYxN2gXvCdxTpiE1R9jpZqvNE88s2ovwnLfNGkSBI4I+5CyhHjJMzl1PmPr9QKM/uVJHLmW0DyaeKk6tnvhYNmQzb24GJe27xYlAHMb50BnxzJD9VPM7e6lsnaaF/EFTjHCUb6Lmcn1RsVXbBh34Bw/HcKUcx9OCmulXp09Q/zdfS/l6RfXGeEUFJZhD7x0y59xgo0ce/RW8j96juGfnmLyE1tNPpO23vvnMNLkKdvePhyRH1ft7YXJGmZHR+w5dV+KVFT6rWzUSGMwpHDQzgdx2KVVxLUDpdM4afyMzWu7C+UixFHm5U5bzaYOVYTbhIlw0k2NXJeTyArvq2DmeJW0IyQZA1ED7uD8kYgEVUt6xnDSStkgKqi8ZGOjDW5Oz2J20gbN/R0g0k6ltJq7kH1p1DJOqiqS1T7n1Zkp4zSmrtohDsSa+ZWkPCAgICAgICAgIOAKcGVLyJyR0JX7pymrVfRSOUe3XeD2MmeIzTCcibuhWHCSN5Eg1SFfP8diYdAszlu4xXaiNmrR1A5YTAlpySc44idSH010tIg9p85lwe7f46sY6++cd++iykckejlDWGIdyxOco6bYe0Zj2dhICqFv4aRr0tQYp2I93sVMewPEMFnt48SGjcwyQA/nIbcEhfxKxzwi/Sqq/ARChMahWb2B+XoftLqgush2DjNPH8cmYbEywEI5crE6a5jxPdQHUd1mKk6HZFzWqzbP4mLgim2w1j/WpF95TtYHMTiVay2lFXtjjcX0p513UmDhYTL/Lib1k/4X4in3iu1lBWf7KwRVCJrkKWV1SDtS0uRVbHaBRHVW1093j5YAY/NPzVd7c0rlUb834uFaz0dRXZb+U/M1ypOQV3mfC6xUv9R1LRAQEBAQEBAQEBBwRVg9QbUL9N7+eUY4RZ0GZVoM0GYbR4ko8T/4V3SzxDBTzDJAVCixWLAEdQ9QgkJ1hpes3ccr+HP2vv5lHGY7x05ug1bBLNQPkl70igRIpEzUAetpNJKwJTeSJo9akqalawLxUCqkUVR2YxKJHefUffJ8zuYnZU2pslTInBrQGMY53JnH6G1qAiF5LuIc8YhEKwfN2BLVQacyLeSphCFFj+CIUKXA/nteDnvg9pv2s7BhDdOFCov7B9OxWIWcVnHSwAKmzq+z1/aZ62dHq0aiuCvPvZseZpoKf7cXGO/iTPV6uHuZtbumKPdM05iqcyHXD/u7YP/WtJpr3AXNO3B2xiI1lQZJaA7x6rwB5yla7B617YiMRdmpRDfzEEsYlSmcDat2gjUDnIZO3Y6PrWOEC/eT5C/PlZ3UuYax8xWp9H04u0tIO786qO4TktlCbcBoqb0lo8mxzMu8kVqKpLJkb6mRVrsWLYSO9JGyAS7arJpC5ntx81a/LzM4W2yRnOZI7KuTzaE+M3dGcarIHbvJI3w2so9KfZ9v8G1uqmrTqualtZRt237Pzk3f+zrvuY9uVnn4djxZ4SsubfOx8jltA5Vlu+qn6XfxcjY2+nfXt2NS/eH/J9LnHc9NwmRDHfu2al4ZFXXcTiel7BeLXlpFtWvMS9ulju/z0lre+QF94tdV2yD79qm6X307R33u2/X651k2wLqvfLsmXZ+sMEf++OvQLv5un78hq+eR/+LoZ0+nk5qqrnu9x1Lj6Nsb+ucZYWZS534bdSipF3hpE+rYL+/5aYMaEBAQ8E+B1RPUOlCC2bNFWmvL9Fr7uyVyzNFLN0t8F19nmjIN6pyY3sjixKBbpEdAAXoK55lgC5/g9UywhehsieqGUyxtyHHm5HroFIw6aoSTJuVwRLWtbDATG1OBLGTEbk4TQq3iK86LIC1dA6cSrMOi5HAx43z7PTkXe79561NCk4WkwqTIB/OYRdod6TimkXhMXiSRqmpEONIjUuk25p91Cx6L9rh0IZ8VnHRL+lKIKzgiU8OpEAupOgTvv+un+MLUixxRjoFcTG/PHD0sMFCa5Wy135GSkvqI9LE1CJ3bcQR1ShUqEKmr7jOBbATIGJIm7a1bbJ6TuDmgbWFFTdvaVLa7nHQzJQkUj7eknRvVcNLiGBfjtEFa3VZIY0TaRjTS5SivzrF0UBdpJ10xxgMy7h3YgVkwlzAq8pHOV2ydZe5YFe9krdeFk6DO4iTPqk6JJ2BNZqXPrBfjcTyybceipuoiRD0gICAgICAgICDgCrB6gmptIjuta3kmt8RSf47z9DBHL3Wepo95dnGAA+xi7/Q9LB6y6rtCgiaBAvT2zHHsa7dy7BEScrX5ZSasydMb6jyZG+VC1G8kUFot1VeXbOOIAipNQlzEebu49+M56p1RIS+yoJfvCcwCXaSqvVAYtovxYziVYmzeomYq5OIYTpykSdEshviWcQ6XBoz0pG4fOQDs7VJlTLs6JEQYQ64ENdsf+zD9tt/mV3HjVtx9hrl2Hxcm+qFiPQQ3+tOqrm1zf2HHDJ2JIeeEpwGfn7gv7THW9nsf8/QyR2/PHGeFCItUs4LjniK1bQ1CQ8KaSP9rNV1tCyxjY0oymwcnVfqykc7GmLkwCkwMQ0tsSMWeUp7XXnhjo7Yqaqoxdmz6HOkXFVqRPNdI25kK0Z90/ZSov0a4TYAEoko76CSMMdY+VCTo0i+WSMaW/BUwY3o3UF+GwoLZzGlKGcu4OSWfXmj6weq7cFJpDb1pMoXRShjCEVQh/L0QTUJkvSHTC7m8k6o2cV6lV//rEhAQEBAQEBAQEABcyRKyBuyE79/yJ0xTZophpikzywBfZxtrOE+JiMNsZ/GhQUduZMHeMqU1KzeYBazY8rXg746/yNhMNgvO7rKKU9dJqV/iCEVE2rZvssst/EWi1Spb8iFefHXMSzCL9a+SVj+SeI/D9rm8kkJpJ0pCBKxqb4oAC9nVEiuxuRSPwFuBm+HtcMPLvsa7+DX+mnv44y+/yUhDDwEHyq6dbWmHRbvX2VNKv4jEbAJHokrQ3r/OVasOF+r9CWncetPjnKeH409ug7iLTnPI2QW/xT5z0OYl6m62C+YMPaV5csSUafMHVOgW0s6IKthYm0O2P0QldRin1iv9uIghl8P2/iF3f6ErTTDbtox6lyVIXRBtTqd3gGKXCR1RskU0bf1KfU7qW7ffssHSxvTJflWe7EGMk/aMrN8qkURH0mlqg0QRfdP+LoxDqLKz2RaJ7SjGidNYB+JuiArOUdEkqt+EkJ/EzBWlKprEMpby9DN6vg6TxHZNxqRhj2sY0tqw+QxCXEuHxkG363mIpneutfrekvGcb6+rw9O875iXqNVB7/TSprxzvdmQFcojS8UzK1yG/29C55OlGgzpuvqu6lXdtEotpNVqH/E1SHTfTJKJltbO8FRMH1TtGPXK1/9v/CLq6rjipY1757rrVrwTt6tjP3aRng/+g0OXOIaV6qgX25AV6DH3x0aXWfPS9Jzy582V7EppdXR//mv1883ppN3q+JD3WFOrg/t5+u9NXR1nqf/6qrm6jRNemu5vv2/8fny+wG+nRlYolYzn2icvnZYat4shK9RIVmijrHZkpWWF2bjakChXGyrn4xlpkK1mfvulkzoZz/mmEylktSMrJEpWf2fBN5Xw8Q8JQ3M1+OdeCGWF9blcXbLejaz3MWv+Z6VdHqv/b1IC6nAHBzjCdk4xwiwDxHTTfPwGiKE4dob2oXXpBXsd52W0iSNOBZyU6UDeSGGEQIjqaglHAoo4lVXpZ1EfFgIhpKGk8s7ZtEi9YKKG2QE6ImnVtora666nSprcIxd12BiJmQppxz850pItadQwlLoo7j7DPezlxw/+LrftPMjCHT08WPwhV8cWTlIWybOQvMQtZZOjCTuYsSjZZ0XtUtJGgcpy4gApqpU42yrBZCEZh7U7zWr87KQ1vCvixhY4v9TDXLvX2BBHNt+KuqeBe66Ec65TwITXIVZ9ruNzet6Yc9hxqpEQLRnHCDdvqiSkPEVeI9sHk+oemVOiklpXdRzF9X9bfVqkpc5CfIFkEyRWYY6kjEgWTuqVSwiqamsJJ30WSa7UpwbF0iztZsU8W0HZQ2p2KHVZxC3uNBGVesyr50S6myP9T0zU4WfU9Vl7Lv9E5kiktTnVr89nkhoQEBAQEBAQEPBPgtUT1DpQX2QzDb7ONiZPbiRfOG/S9gItaFfXOXtTWcgLScQeP4gjK1IDUQut4Rb8ssC9m7THWSElCcHESPc0GS7gVA3lnomLPC+qme1bbAHau66Q0Bl7XaR9DZw0T4gsOMmThD455+UjOzvrScKv5IZhFNr71vF7e36EpZ3dnGKEw2w3O8MTOLJyj+2rQp+5PgGMD6bbKLaXHeWdtWDDszxiiy/Y4yJGSlHr4jM/+gaT96Tpw+KOM7Q766ABZx+quudEQjtuu+H+JUrdETMTG8x1kYrrOpXUWLZw9rOJNCmHc9AhfSSETXlmjrVdriVW0bDyemshEk+ZUwV7XUhoBUP2RtUzVdKEqoMJjyREVJPUCOf8SchhIjVRzomkng3ZUBC7TuUYRupXzbtNG91X0tclkg2edmud67+URE5CL4GT0ou6udRH1HS3YgqcwMzvKdIEFFw4J9k0EKnqHEbaUsNpD5RJ5no86NrgSwwDAgICAgICAgICLoPVE9QYaOc5wUZalCEqsFjshjjn1Hn1wlQW8z5BbeLCmYhwsUPa3i+nnqkCpQ40CmmBpCzodUs0KRFJjpauxuo5kepCWpra0fEh/S7S3nfnyRaJa+mqvgYJsa2SODjqTAzxuTteQrRUsjFMcWRO2lNCOYsiTQYjoGlViAq2LakQLTZWZSfv7hcitE/1QQ7a1YG0XaqQMTlvmrqsrUQMMOskgbYtyVjq+RBxEdKSwxC2i9md5rxrYpebU/dcBLrOeh7puSUEU+on5DtS1/w5Lf2ti05IrVad1W1TEmAhpwV1uUB6vuo66f7PkVbz9u8B0vNVbFHBSUVFnU7PbT/mr6iei4MxSfPfCR3SCVa8B0F6GhAQEBAQEBAQcJVYPUE9AEzCe/f8J7f2jvOO5AgxEZXUSRwZzanjMdLSKJGyCWmtYTyV7oBr6s+ya/gAAF+qvdgt0rV0NMZImQo2byFHo6pcIRaa0LVxEj8tOWthQnJIWR0/NMA5+8BJHEnVC3uR8sHKhb2E8hgG6iZcwS6bNAlPtW4ybTmg+nQSp7paw4U56WBscUo4T7MxTnot/b9X6t3nyFlkLzWXjVpmA6dG+gjw6YJzsrQb8tVz1MtPcy0R13GKw6/cTmN6My/q+QIDzPJ4cbfJbwwnGZfxlH48ZL/RktBymqwV+1aSQSFudftYpwtiK4XU9+iNCH29ipOaa7Qx7RYy28JI4rV0XuoCOLuPnFFNLmDNj+ZI2WPKJ9dl2jOKI8QCLSXtqMelvrLRIkRZb1CMknJeRVNda4u9rjg3WsRIVeeBJzDzbhDnjEq+67YCiyS6xIkXax1+STwsY/McxZFZRVq1xPn5iAnflk39jD7k/V6k+sC3j9F2Np7tYEGp7e/xHtvnhQSJdb7+T3rvJY4hLTHPsk/1n9NlePaBK6D7KiM8ji9t1+c7vLT9um7+JqBvg9lQx347VD9WvaRIHU9mpP2Ml+Z3v87Xfx8ibVvrP3jH6vL067aij2cy0nQ/XmyDTeDbvDXUsd//erz9/52+nasOs5MRgsf/7dZzY8VvjG6vXzc/BJMOX5O1FPLtKHU/+uF5dD5hly4gICDgarF6ggpuUa9VJ7VUU8jjBJ5jH9L2oC0cAdPCshaJ7d3anU129hxknl5mGXDlierjpHpeyohwJFRIQURaoiNkRSSRmhB11HMtdT1RqeyDznbVIZOYf97yj84P84E619I/laSlx2BISI2VhEtIqdQnxkkpwRFUkQgKad1BEuInhUgOFo1dqyyWhBDKWJRgsTrIsdHtFCsR3+wv0ZjezGJjkMPl7fSwkN4s6JCWEkr9SlKu8lAs9+k2gNvUkLwKpMdPtzOHc1Si+6dEmmjGrOw/6VMh05LHCmivtzbcSgROjbuGkwbj+l/3g0DXRUtCdTv0O1VSeciGRUR6XiebLLJhIlJUcAv2urpmHX8xq+6XMDxDdkz6MJsJOs4vuEVtr3rO34gJCAgICAgICAgIuDqsnqAKgZr0ruW8tINA8zBm0T6Ik+TU3AJ7Envdqp1GNbdQrwIluLfnYV7PJ/gFfpEjJ7e7siYwUsZxHMEQKeQEbsFeIu0kR66NYu1pVesbOHLdwcVzFNIikkk5FkK5t6Y8esY41UqRsmqvqmJ/KDZ9sSPbVaC0DLnY2CPuAP4Q5wU5ln5bhEPngPJKdVqpQgUXy7SOs+sVwivkvokNQbJIEjqnsYFENfmQDdUyYfOs5GmX1nGssi7ZeHhq/01uXHQfaXIqJLum2lIk7WlZnoO0Iye9sdDyntP37sJtLGjpnUgndR4piYMlZzklyZA6S7vA9EdikykSxZzNvBcq2x0h1sRSyoxIv2l640E+mozqjZK6qtekykv3TVOOtaRD7E3l+E7bXgnVI7bVkm7tSnN9Zu60sXFixRvwPGYjRkjpepxEdQCjgu0hCBACAgICAgICAgKuEKsnqLLYjLxrOZxEZwLrnl/UB+cwq2qratMZgrY4iVkkkeC0h024FEjCdCzRzQJrGOEU0YYSk3+91fCBiDRJLJAmNSKhbeLIsyz+SxiiJPeKFNaX4sm94EiDJhXS3j32eme7OT8obddhZySOqQ7pMQtMQXPQkL8DQKULCvm0dHQMJ+mNMH0UlR150+SnY8+rGBKu+yVW95Vw3mpHsU6Xtpux+5RtT+L8Bthv1XBrOAdDQv4mbB9lERGR3GoiK/0r5+O4uSQSbi01levyraWkco7qA+mXNm6+CHGsYUmqirmqpbJC4tpDLp0B23BLyKT+bauWVlX5Sz01wZZ5U8ARWXAqvloDQeos7ZY2VtQ1u4mTyp850h6l9XyT1zwPpWEl/dWhfOaBaYgHoNUFnWVW2q0uqvMczvX4gO0bpab3vCanDe9cqfw1fVf9WuVwgkvDU3/sqM2G+z0X/3vnvGe15Np3B68HYn066T6lnrtvezpNaxLUvCxL6tjXzGh75x2lAtlY9hKfdodNf8KosCuZc8kPVZARSiTnbaLouvtDU1HHLU819kHd3/5YeIi0mqnfED3mfekk3ecl77FD+sRvr69yqtWa/X/3um4NLy3Lv4J+zi9Pq4r7oSmy1K99aM/0Xl0O6nb4812X4avm+ireWe+jLsNXf9dtHvXSGpeoy/MZWe9AVniKjLAmK+b1lSAr1Ib/Y6bhj7NG1lzJakcjIy0rlEpWuJSseXW5sB5ZIWr+9tJJTX+e6zRfdV7jatuRleabCmhc5vc485/J1YYnyspz9RRr9Xk2MtKy+u1yIXau9vcqa85lvVOXx+p7r+N9C0SNtoWVVi3jmIcQHZEoboD2VozqIDjJTIPEhjMyhCimm3n6WM9pIkpMNremHdfIYl+kTUIKItIxGes450JF0uqgDUyeddUTQhYq9n5J0+R0wn5GVd4N4H1Acz2JRBJwklT9fc70ixDpQ6RJMTg7Wt3fIgGdIE3WpW5MwkTNkZ4C7ve4iQtLshvYBS/d9iAjPEODOl+ceiEXDvabusSi0joPHIE4D41RaJSdxE/IVFI26QVfXfWh3igAFzqlhCPakldRXRfIWEt3SnlCDCMcAWzavpE8dR4iXW4BHUtQNYnvYNs9ifmhk/irNj5pESeZruDmhcw3gd7QELRJk2+Zr1IvIddNcNoFmM0b+tJkVPdRQqpnSc8xTVZjk14YNrFU9wn5lh/6GXcPM9buegLneVgGbt7ek7N9M2GvDWIWg2WSdzvuep6T1ICAgICAgICAgH8KrJ6gtnDeXIWkaKmWEKp2F0Sb3UK88XKcDV+vWbRWu6Beg0M1SyK+ilno3px41/0idxFxLZ8/ep+Lqxrh1Hhj3EbCbluPg1ip6DlS8UtLGGLSNs9U3/wUP8in+c3qfzDhRITMNFXeQq7GSatd1jAEZQe8+MUPsZ3DADzBzeyffDk82AXjvmMSCQFiiak4lhFpb0uVq/tbCFZM2muvlrBK37eBRk05sMLZWRbsvSKtbJvvkV96hpfwOVqUWTO8wN+M3m/6t93AqYhuMMe5fDpuqJYQikRQk8cJEm+/yTyJcCrNIo2tAD9MevMgxpFOIW8HMGM7rvqoYb9FCl5BqZCLVFDNA+m7DiSErpOz52IjXIZiOV1vgRBcIei6zTJ20vc+ERWC3saqwcszy6TVY6dsw0SFVrUxNda4MEmJzekAZn7N43YSJ0nmYOcc7Bu016SiAlFN15JV6ReRnsb2OQljk8cQWOXQha40EQ8ICAgICAgICAi4AqyeoMpatuida8ljUd1fwnmMjWQh2+XS6jibwERK2JVIs86cXM+TGxaMV9kGjhxFrCRzQgREqsckiQ2skBd5pg3DnOaFfJFPbXsdZw5e72z7WiqPyNYzwpEMkfzVoTh2hnvYy06+wrRlVvvHXm6I1Dg4wiMkQ6RVnjhcytP9qKXSAiGxbdziXyRpJdWHQpb0d872d4RTfZ00atRrOM+1RFxLpBzyzKr623ET6esoTpItJCslgQRYNhI03XfS1njZqJCCs4+tm7wLO2Y43+nhQmcNTOadp+UWpl81QRdIuZoEA05qP5i+L4EfYgXTzpKtjxBK/Yz0d4uVNrJayo7qkxwX3zSIz+HUX8qqPlpVV7BsvBf70l7ZtEgqoEILJZC88hjyO006Pu+i+rbxZZklLTn11Vu06nCv20SQeSxjsfpfl4CAgICAgICAgADgSpaQO3CqlrJQBrcIBxvqAicpKwDtOdIL3i5D4BpAZwrDDutA2UnUYigU5ygzzWRuq1MD1QRSVDBLOMI2hlOV5BywCNWyc7JqF9HdxAwwywv5W774ejhz6HrnwKkJtJah2OUkZtLWyNRt3Zu/wf/Jr/NCvsgAs/w5r+QgO50aMTFGNXQIFx9FJFBCUOdJEbkWRuq4E7gHo2rbID1CmhAVcNJkLakSSaSW4FWA1wFF64gpMmF0/ufn38r/LLyVtTubnB2vKvLXi1Px3W764H7I//I5Hirfx6d4HX/OKzj+i2NmA0Ek3Alx7Fo5T0SKWOxy9sM1TJ8dMvd979ovUFobUWaahzfdy1Mnt8B4wfTDI14ZMdY2yYb4aecT+2VjlzqEkSZ+1V4chrhs0kaBymBanVvmjfRbhJNwC/kq4UiYjIu8E7J5IBLcQ5Cyc01ByKk0ZtLUL1eGuI4h1eI9184XkaDKRzaEYrxwFRswc24y/TyoPAfsR+xUT+LUdsWeVJ5r2G/RBBgm7aG6122kaHL6vIa/gbBJHfv2GJrc+/YYOh/fjkc9d8gv37dd0mXc4qUdu3QZFXW823tsn7IXnfRsN6vq+B7vufd55ymbIP9d0GE+vH5rXioPyLZP82w5i6rue7xbx9TxPi9Nl1/z6q03rVpxOm3F3Gio40kvraaO70wn3a2O2+kkDmlbXt8ey99M0v3q25/peeTZJ6fGKiuUjF+evtefp/670VDHd3FpXIltlO4PvzxvbqRsSSe8NG0755evf+C8d6Ou7Lr9qREQEBAQsGqsfimpF8YFVqo1+jnJgn2FuMve2Ilxi/TedD4xnO/0MLe2N61OmpBTz9mGr2apYzz60lZbfLe92E2ctqmMAE4b278OadtHTHo0XeJ0eT0H2Uk3S3yZOzj87HbndGmFNEukkUICRCWzK92fbdVFvtRNS+hkwRKRdrLjq1XmSMJa1m49RjdLzNHHmc71zslRDGcLVWdHmQPzT342nU8BegoLrGGBEhHDTHG8OuYkq0I6NYGWTQEZu4ttcHTcfRElSkQMMMsS3dAqOGmtLAq1BL8NTpKXM0QtmYvWbjTp/0FnLywqxno+y9j7UlHdp/68j9Xz0pZEqikEf4C0gyGdViORnBa6jDfiyS5j64u0zVsc6bmhtQoSAumHM9KTXySfMY6sSiOkHFEVlmfleXH6NajuXySRoMrGSERa/TkgICAgICAgICDgCnBlBFUW4yK166hjIR+gyIPYs1mbSyDxFsppe92GX/FqcqHRz7H2Lc6REfL9NGbn0+6GtlV6A7tYF7XaRUe8xkgW9TmWmKePZxihefQGG3IFe++iPZiCOAfN7U5iYBfciw8M8hv3/azzFnvIPv+IPU7Kn8ct5nsxhGkDSWMLOCltm7SnW1nwS/0h7UE4iVEp6DUkB9LOlu4x5PRH+Sgn2MjneAlnJoBP41Rj67hYqRUg2kra+7JpX/vT63jnG/8L8/S52LR1jHRdSFOLtKOihtR/znhwFjJbwEncd5jvL335xXzzjhK9zHH8y2Omjk2curXeCImBpiWe4iQonoa4Zrwh77RtEalpVT2v52uM8z7dUP0m9ayra5GtzzhKeiskUjYfBJIm1/KmD5ghsROtD5oNhFHbB6/pwEMFYxcdYaTC0v6INOHLYeZNydYpFkJ+DiPhmMVJTETFXoipxD+Vd7KGU/EdsueSh5DsUZJNlZrt27b1aHwPbh78Iab+spkSEBAQEBAQEBAQcAVYPUEV1UZIS/m0FEk+iSRu0BI+rWqYxxDMMqlQGHE+LX0pwdraFGcrVUfeIlwemiCLdK5irzVFakVaumU/32AjB9jF0YVtzmlQIiwS0melnEIQtJrwQdJ5CyLJYxCz0M/jpGW64wbNR6R5mgBLG+QjdSvhSaS6VJ92ueeFxJZI+ih6tsTD/fdygo1MPrzVeurF2YhGOMlfLG2XDHFEtgWPHd3jypnAqSEL4ROJaBWnft0Bor60s6q2uleKimB6qcJ0d8VJTkVSKOR3UnVBAdPHxbytw6CzzRWCKWVoKbvcI3kI0ZM5JfdFpB0rtVHOq7Q0UquySYMk5q3AqpwDiYrtLsznNbBp2zj3sJc//bev4kzxeucAqYHb/ACnEV9ipaSdOVvOrCpLS1RzmHnpz8cN6j6JbVqzn1vco7KxULf9K/P1HijsmuHetQ/zmc4bnM14QEBAQEBAQEBAwBVi9QQ1wjkiupgqqRAUIR4iZTmYw0lhLJHK5U1acxDn2TYHzXJCQou1M2zrOcqX6lWzEK7ZOojqrJAPcOS5hpWsWamVEBFR4bTkufm1G3j4pns5u7fqnO/E4KSSMU6d8TB08tDa6tofYYjtThwRkzQgIac5IBbvqJ4tWq7PLPTrOG+8O3AkTPpRCGqiPqu9vtpvSRNyqlVo29CeWMffTbzU1HkvzrGSlkxrbc6UA51z0Bl0939cNeMAjsAXMUK2Iul4s7vsvZH9LmAIckL0LGJzbWZyPSc2bXTEbFS1pQm0v0rSl5U7HI+q2H5se/lKP0akybv0WQkzjuAkyS2cp12R8iYSRtEK0H00RSp2LDmMEdkgZrxmMYOqJemDRvJ43yLv2PTr3MZB7uVh6jT4vdf/CE9OjXKh2W/qIRsBMjequA2ZpK3L9qZ59QHnfGkRZ1uqPfJaMipS5sjmKaRd3qlJ3Ps0pupQgxte9jXuYS//J7/OMy8b4UuPvFg53Ho+YlP6tLD54reBDdkjuFwcMo2GO2yXvTTfljUrRluGLeGD6tjfbEvBs108qDZeIv9e3170S+rYj0up7QW9OKw71XHDsx2MdH/75Xlt9P9PaexTxwe9tJQZSZef6DDmxfqMvfMJbefo23lqm+Cn00kHVRv9sdF2tW3frtKH3tHzbSlHM9K0nWlW7MTT3rm+14+R6uv8q3l8dy2dstfFz5ypevOmpU/8WKsZaQXvPKXh4ds1Z8XvU/mMeUlVvgPh/z5pZP0TuNp4npeLkZpVn6wYmv581ciyV8l6LuvdaWSkZc0//3dUIyvuLGS/L1l1nbjK57L67WrjZ2Y9dzl79azxz5qrWbFer7aNWXXNiq2bNcaTGWl+zHAfWeuIrJi9WWN1Z0ba5bH6JWSKwOAkT6KKKqR0EkdU27Bi8AooMreM6ZQBoNdJaapQ72/wXXydLxVfbLIYxxIq2xla+lbCkY4cJGqXHZxkTKoSqSoJsS7aTyKVlA5XcR8jRQxzOBtGORdJZAwJOS0CkXhlFYmqTRd+UMQ4KCl2jM1lhJPWVnBhTURK1u5yfdu0fdjWCxbMb4m07SDp+KBNrz/kn3QHp7LMPAmJYtARQOlnyTtn8zuIk6iKBFJIsr6/hvmHvtt+KjhnSRFWmp03dsFVzPqpbusnkrtx5QRGxqCE27BokpYy7rB9stfev4N0CBmZi1rCqiWubTCL4AaOYMrLMKQ+s6Ti+ab+EQwAW+2xVfu1/VmsRFSYppc5FljDBFs49re3mvo2bJ9Gtl0yVlI3Ga8OmB+t4zjSacMDMUSimiuQsZGNHenHouo36R/9jH6Vpa87cPrZ9Rzt38bD3MvE0mjaLjogICAgICAgICDgCnDlS0ghH2BIRA2uqT9rQoOI6q2QpGSnM8dFpX3JitcuoGWRXIIy04xwyt0vKp+yIyGL4IL3AZzqsFqYC6cQAsVFnk8uil2j/ojNrJUEaxVG6cWOdy0nBYuK80V2TAqwtt5koGeWqcIwi6VeKOWdZELIv867qT7aiU1B7ls0Ut8OTgW3hZN2aqKjP5F6XtpaIh3WRiRnMs4FnHRPxihWZF7urXrHFaC2zDXFOfqKc7Qb64xEVpoj5Lxi61+y56OqvkIshUwJoWzhJLh1VU8hqEV1fyx1VueCWPpi1n4GcLaclgjmMNLwTh+GyFpSn4y10hqIMc+JlLkI3bkl1nAegFkGeIYRQ/j3oTZlNKznZxmvSOootqdCSK0a/Yr5jVN/lvcz2dix/SWbIrqPS14fCUEF2s0KJ7Zs5CvsZKYxkt4ACggICAgICAgICLgCrH4JWVLHu4A9i9y66cvUeZpRnqRFmd9t/7iRXh3EqQoW80DZSeCqODLTyRsnNm3MInkXVsK1yHYO8yL+N/+5hFnwNmyeuS5HUGThLdKkg1hNhGkSCVYzbz4RTuJbglEmeHz0DpOmCVi7z2Y+rM6ngSOYhX8dGsOm5/bgpE0ihW0vAl+FTg06AxjRuPacOkMSyuNAGZpwtlPlbK3q1GE1IReiW7L136nSGpiQMZN45DifrlMO56yoRJqcydgKGUnysapyEXCwz0g+R3GqviIxbeEI4E7piy5Hqh/BhV8p2m+py2gXF0b7edm9f8ozN43wpYMvhuIyS+Sovvgpop0lOoeMNLu48wxz7T6j9roPJxkW4il9lsMRYKlrEXgPUFpkbXWas4eqNsyRrZsQY01yY5tPVWymrRqPliQK6ZP519iMmSsNEilqadBJniOMl16p60NwtlXl99/8I5SZpkyLRxfuTDvOEoIqY9TpSo9pBM6uewNwJxQHzVyq2GeFzMpcqqs+k7pLuydsf8hzTdVeIdbSPxX77Ee7eGr3TZx/9Ro40GXG+B6gfqkwO9/m2OGp9I6p4zidxKcHMhJ1mq/+q1SDDnAZaGm9r26jVWA99Sb969/Cg1Yj8sYwVnWb8MfXP9dqQ34bhy5xHzCu8imQAU/FNeeHmVHHh7xHU//9fPWmxqVuJNU343vSSTXv1ro69lXBdbsOeqpZhw67412e+rNuUyedROyrPGv1u7qX1nfppIbfEI0j6thXmduQkbaiEHfovRoze1U+K+ZmRggYPf5j6aQVY6P7bt8dXuJXdaZemlIhfY2XdFAdP0RAQEBAwFVi9QRVFrcFoAabNj3JRk4wzGnWM2XCgvj3FtWxqHOWSEtiNEmq2e/cEn3MUSIyqq+FglsYF0lLzrQqYoQnmRUoqVMBKCzSzRLklpxkS9eFXkVYBzCLPAlnYiF10KqMSXJsn9HdKzaMyrNvZA8PkXZsJG1pq3yLqs0lVYxcF0IofSKku+bVU8ZE8tL1Ttofk/a63GcWCVqa2yHtREjPDylbE2Ls83XSMW0jWJIbCkDcxSwD9HCeytppJktDkINy/zSl/ojZ0gBnJ6qOjOZUWbJwi1WZljzna+foK87R2zPHWUgvTvT4t0k7zRIJbuES9+Ona2dguXTfyv0d+8yk6Z8jR2+nWDvDxv4TnG1U03NLkPM+ko/MkUSt2Drf2mX7Wt4XIeHSTwXSDqDkk0jBVf/pdos0XtoAZp1ZgVNTI85mNwfXFM7zvCSoAQEBAQEBAQEB/2RYPUFtYxbrO6H64qf4Af6UE2xkgi1MU+YUI0Za1sFIT9qkF/sewaWOW8zWbN57sI5aCsxt6GOePtZtOM2Z3dcbnzOHgN/ASfpESjZqzydJS3zohWqXk9zWgF1m4XyKEWgUzDOTWPvJY8Aw5KxEIrJ5JB6HB016RZUtElwhfLk8xLfj1JrFgY6/Q28X7kIyGjj7ZiGQMUms0qSPGjiCoYkFOPXZGsbGc3SRTZueZPrZMu2JdekxACOtluMUIZpTnWglh23STnqqmPGQsZD+F0h9d+McKL3OOAT6At/L48fvgIN5aMODf/1Drt0NeKp5E4x2WFuJqN1k4rd2s0SZFjt7DnLitRs59doRznztelOnCfvsLtIS2hYJaV2cHORsPMhZkfw2cZsmO3GEe9J+N3Bzs4gj+nKf9IcmqVWMqm9nqyPLQsZTGxS9Rgp1yIaR2Qfte9Yx+wuRIZIfxwsnBLTUPM6RfrcKtlw2JONbfO8ZXtH/57yGP+Ew2/nlv/5V0+5xXJ992tYrUT+W8vQGhZVIyJzTvxgRKXvTC/V+MycmTBlG7T8gICAgICAgICBg9bgyCWoJGIMRTtHDeZbI0bZ2cyee3ejUJkVSJwvaWB1rCV8JR9BkQW+lOKduuo5TjFChxZn6dUYV1ydjkqdeqJeA1gagz52XMGSkao63Dx/mHvayv/LytGMchsyBJh0JuSyTqCxJr0k7Yu+TkBFZ5Pea+qRCf3h5gFNl8qWQQor8dkt/SP2LODvLsQ7VDadYwwLduSVHJAs4gi1tiWGFxM6HJnCoeonUMfauWylaQpjvhhs2fZ0+5o20Pco7Eib1KuFIdKvA2XaVs8US1+SW6M4tMVseYImcicGKurfmtaWj8q3giL7fbw0ckdVkXzZROjiJc1vl3WSlsy09JwqYDZgCTjoe65sgsROWfupgpPpCfGW8tA1zlE9L0vU7AySOxnLGc/PRW7dxmmEiSk6VdwLP07EO2aTJqTTOag6Ic64WJBsYnUE3n6q48DMide4E6WlAQEBAQEBAQMCVYfUEtQjU4Xu2/Q0bOUE3SyzRzSwDHPnM7UYy84i7L2V356t6lnCOWnKkJXFWAnbwZbcxwjPUabBm03keP7DbeaEtqfxinClLUnZf2j6xiAuNUYPX8Sl+4dB/5mM7/g3HO2OOfBfKdrE/CXHN1ncGQxDECytpteQKThLcASOBmsLYKc3YCg1gQgzMkoTU0c5yavb5QzgSL30k5EHK0CqZci5SvgIwCptePU6ZFn3Mc4oRzrZKpl9FZXUMI22UPIUQiTR1hYpv3hG+pikjsSVu49RthdRpErfLlPd9d3yGEhFTrGfi7BYzVxo4yXwJ55CpsgwHrS1jXOACcKEEZ0qDnKlcb+9bTgh9cY+1Tz3Y70i0ELE6zva1ZtsuddyHcr6Fk5RWcc6UpB2HUE6V5uz42jkh8zrG2f3eY/N60JZ9qAviPnWjqkfJ5JEQ1Ia+TeLoTgLDMFl2barjwuIACdksAB+Bx0d381v/cY0h9BOYPn8QB5lfFZtHQzz96t2Kc/b8nG1zg8RTcfwqZ3t8N9x4x2MciW53JD8hzs8z1L3zt6jjhpc2obwnaw/UYDcEBBnu/1f8SmeFBPFd0GvNDS8cQkufLKfTUg3xwxqofPy6xd55ys2+bx+r7SP9ECCPquMs9/ieG/9aRtiVZkY2Ba9POw114tdb9/f+dNLk1vR5SfXVPV42dV23WjqtqfrG79NmVpgN3+5T96vfN8pe1Q/lU1DHHa9uqXl0xEvT88+fNw0uiXHvPNWtfnv1mE+nk3SYn2I6iT3eeVsde8NoNhQvBVXmQ15Ik+frb95Vw587Gl/NSMsKpXG5ZWtW2JOstKwy6xlpj2WkHctIywo75odv0sgKFXO5UCJZffe3GWlZYUaykFXXqw3Pk1WXy4Vyy2r/1YZ9aWSkZbXRDzumsT0jbZW/TSuQFfIGskPwrPjHvkpk1SdrbhisnqDuBHZ3eBl7AThPD1Os5+mzdSfd20naTk4IlEipRMoXkXbSIwslJd06/rdjfOquPs48udGoN07Y+3fjyIxAyhCJV4mV0jL5x1E03lLP3ZinRMTxnbjYoU3JR/2odvIkizyRUAoZFDISoeIBdmEm5UnSL8ss5qU7ZyvWd3EJbEJ0cc6kYoBl4yBH/1MVHiESwCJwCI7/9RjHq0Bx0TlREjIvpLKNIWE5jFqplJsDYr0gsyrKuWESpzmyeInwpHG4cShJ/5n7jrKNPuZYw3k6+4cMWZJ8hCjnJP8uF15Ft1FLj+lKJKDtA+tMPm2cXe8OEsJOCfP/ReZlA0c8W0DbLtTavWauVew9mmTJpkEBKPSZuLiyAJJ66rm2347HOGkJM72YuTBv1HJl80byEsLYALOAlB9qa18qfSB9J+VKyCaRHrdMnkcev905qQJnRxzj5mwkx+IJWBx75TE/ooMYMl7H/AO074OWmo7CC3iUI6M3G8dosoESEBAQEBAQEBAQcAVYPUEdgxs3HOYl7KNBncNs5zTDdMaH3EJ3F04iJ4tg/S2lyYJdEyuRHMoCey+cGb/eSdlEwrcLR1AlbyFXWsIoRGYCj6B2mGWAie5R44RpB24DpIEjIpO2fuLQCJwkVsikENUIbzHeZ5/R0gshp2KHOJcmqFK/jr23MWjJ4px6Jg8dibNp66TJbQsnja5hPSjjyJ/cY/t9aOwkpe6IpyZvchJWwBASGawjpj6FYSctlXYnZNqG4om8sD6yQdCC40fHoGD74xEMKd6B87Qr4xW7Z1JSXUnTRFCkmjWcJFrI2w6SsDTXVJ9l2/BRZhlg8uRGc4MQ1DaYSWJD68S90Bw0H3/cSzj1aJlvMt8F0if7uAS6bGPm3fwtmTKW6HabII1F3MS0nrCTsDakCao+kPdH6vUQbtxj0pLvNpiNj9jUJ/FALJsrOUyg5WFD9MlDPOy8OI+S2BoPjZ7kNg7y8KYTNIs3pNXSAwICAgICAgICAlaJ1RPUNhyd2sZ/Hf4JGmzm6NnvovPIkFnPCgmUhW90kdxlUX+AtIqskFJZcBcwi+gYF5qkZNNE6hPhyIsQF9R5AUdm7lbXi8ChAp+ovJ6jPdv4/JP3GgmXkOc6K0gDrbJTja2TVhOq2O+6/a7iyFNr1F7cgCEY0xhiOYohgEOO7IiqpUhjhSzEMekQNTlcjFYwktpBo54mhG0c55RI6hyTVoM+YD4zezcwU7FqWEJQc0Asqg7LGMnZgLMrzOEkhg1sXUTlQjLIk4S6kXwPYuqZs9e05LWBi7HawDk9kiwLOLVWmUdC6IWICeGsYkjTIRJJ6YXRftbce541nKdYmqUdF8y9TTBSyiHbvyKtzKvjPuPJWavAaQkyOKJdxc1P6a9Dtn5t8QItKp/q5agAY3APe/l/R8dM26p5aG9PaxoUVL6dldkk5/LOyPi3cU64DklcX3Cqc5tN7N3RQZjcnN4wqNrPbly/i3Rb6nIQZgobeP/r30Xzj28wba5epG7PF/iS4feq46KXFqnj2EtLaVj4TtRU2vikl+arxtTUsa8OqdWh/DK0+k3DS7vzEnl4z9U9FccJX8XKU2tedd202pyvRjp8iWOg4avj6nRfbUyr9PnqTTotSxVp1jv32hGp4/3erQ+q444fHkb140G/bkr9mVelk+7zbo3V79a+jDRfFbHjqSqnoF/sUS/tZl2Al+b3vxp//7dCP5rzxjjWfeyrLasyxr1xi7xbK+p4xbupVSz990+pUR705n8Kl3CMGBAQEBBwWVwRQb0w2c8Xh+/izNHrDeEQUhDhJEryLWRGSqmQluTg3aOlnkJaY5xULKeu6X8mmozKsyVVlyou1AamrmcfqfL52r3GLrClni2p+gsJqdnzEi4+ZVGVI4v4jioXSEiolnYm1weBLtcu/QEc6ZtVF+dVPvO20iJFLTt7xdg602moeoMbkyLO23HLtmmUlYvuBEMkto26jrGu55yqm90xiPNuvLFlSh4RaZIZ2W+RusnGhL95ISS2TVpC11TPC4mTjRIr8Z2j14VCSp5dJL3A1BNLJODnzHfrIjZaUv8Sbm5IG+v2WOZXqn9tX0l/2nZt5IQbr6r9lra2WGl7nZozNl+5VrV1qOHUnoH0IjEGep3trUiJ5Z3RZFfmuN6AQtXtEEyWtrrfBdn0CQgICAgICAgICLgCrH4JuQ8owJn91xsp3UGclFEW5U3colakqbJglgX1KI7UykcWs74kURa/mnQ0cVIdSC/+hchoNOx3ZOu7E+swpsvxEambLMyr6vldOCmdVRm94a6v8UK+yCxFZhngiTtvMaS9hXMWlcDGw0wIz0lb4HpoWmlaS5UBpHdeJUyNVFI8Avfaxk1B53abfgxqd8C7MOPlSyKFMEakNwtGcQS9JWWqsko4UlLDhZBp5qE1DONTuDixtqAoZ1R+K13OxlfGdgI3V/RmRMdej+bM7r5IS2X863Y8JmzTWzjiNgq8DoZ++CSv6P5zPnX2tXQODBlpXhOOfeBWR7b223GS/uOkrUzZZFQow/22zI8sY3bTRT17Dhg29qNCzPerDYi6rYvU+XW2jvuUF+o4b56TeXwPrLvpGyzQA4VlExqpTnpz4RCu/vLOpWDztOmF987wkrX7KDPNk2zh75ovtZLQsnrn7O6/vKMF9QGnsdDCSN31OMl0LNoxOYSZ9zK2e0hLKAICAgICAgICAgJWgdUT1Jb6bmCkXEIeirjFrJZ2CvHMkQqnkXKepKWpcr9cb5MO89EhLcWR+yKbR0Hl50tbtVRUFtl+T+hFutwnkiMhriUo8U2GmaJCiwV6TCiPSolFUQXLyR8tPc2Tsj8lNmqwUo4s+FdANyKv8ltU6TPuXNrgt/FiZfhjkBzPkai1yfgW7T3SD0IeY3Aqsr2qXtYeVY+ZwO/7hLhJ2iyJ6las0jsXuTfGSTBHYaT7FBVa5HJLaXtMkXCj69Jr23kS069Dhpzeg1GVq2C8CTes3SU5HFHNuzpqsqjnv25zSR1LveskZP/8whoO99wIUZeTksp9bdJtLrFSlVSXX4KBtW0GmE0cUyHVv5jEXr93HXVN932TldoLcl/Lfk+qY/++gICAgICAgICAgFVg9QR1HEd+RIVvnDTZECmcJi9a1S/CkFuRVsoidgznbEjyEAhhlAW/SM00uSqoe0WqI8dShk+iRfVRS4OE2E2q66M4SVcRKHXIscQCa7iNg/Qyxwk2cqo0wszEoMmziPFE26mZtsQYO0bO4VzqDkKpbOqhpVERpFWChegOmWcYwEj0pnD2rCIqHTZ9sxczNk1Sqs1JG4VwahIv0ulUuIm8U+/ciZPgSX9H9rlqniTmpdieysZC0xsbPeOkTxu4TQhNbPTGxARuYyIirSJcN11R3HGGJbr5KjfTfnCdcRDUsPeUcBsNSf41iGsYwjkEua3wy3Djf3yM6zhFH/M8+eotHDm5HX6yAAf6oCGbDjlDZGUe+xsDDVU/SauZeibq16+x1yqLnD1U5TPjbzDjN4ZTlZV2x2DI/5Spdw1j+xrjxhKS62eOX8eBTbso8U0aS5vNtDtAWrqv39ECToMhhyOaEZg5IRsh50g50Wr3wiN9aWdZ5JUd8/MQ+73zWKtN+/aC2ibzCS9N2/35tow6H78vfTtL/dL4ruRzlzj28/Xd4au0opdWysgy017Tt7P0nchdqm7+boe2s/XtY0e9c11B315Qh1Xw7QX9cw1lV1vybDUvtvkmaHppKRtg33ZXt9Efb91mz3a06NXnHnV8wMsmygrloP4P7OxKJx3U5XvjvVvd68dB9u01c+r8dV7xO9Vx7IVAyql8V2yEqfpE3nyLGt69WfbJl8hzRaGTXppusz/fN2eU8e2MRkZa1nuUtYuZFZ7lcuEysn6DssKQZIVvutr/Z1l1yQqXktU3WWFtLhcO5mrDt2S13w8ntdq0rLG42nG63M54PSMtIyRK6c5Lp0U3Xzot893IquvTGWlX22++LwcfWe/V1b7HWXPq8r+HVy5BlcWrnOt/ZHFXWoUULuLpdtEsXjUZkbyEgLRIe+6VPLQkSSRnBXWuCVDsfUfeff49PjH2iVKtQ75wnu5cbGPA5jjFCABPcDMzhzY4QuwTLcAsQBdxtqlDrpwV94qn3hgjpVtU16w3VwYwC6U85iWw5ECIm/Sblmbl1DWpoy9lTWDVitvDzlNuHUOeBB0ceZd2+22SupS4uOROICROpM8imYuXzbyKMQs82RwRiR0kRK790DqO7KywsKXH2di2Vf5+f8TLOMnvBqOWWjfxSEd4hhLfZI5e5jb0cfyeMUs8e10DIpvnDpT3XRzh1m+X3gip22tVe34ob+p7SN0/iulz2YyRd4fFtPQY73jS9uPH8zxVv8mU1cRsWLTU/Skp5xx0ek0cVNkQiuz1ZN5yie/YLkS1dH/++U1QAwICAgICAgIC/smweoIqZCAhNVZNFTBkSXZO5yAWm768kSKKJC2RsuSMKqNgwn6ndp+F+HY5T7cd0otrkW5OcmkVWV9CKCQgh8nXl77KM7JQt02sbjhFjiXmlvroZonzrOEw24kocfzhMZOvENQWFyGdYks6BAwbCavUS56TNsSiegqOQMlniCTAb73L3D8Rk9hGyviIBFNIvbSxRHpD4GKSTSBRGxaCOgaF3TN879ovENPNeXrYX7gbGsq2UjYnLkYOa/ZYCCs4+2JNoAuYtsc2Lxr2vGzGeVLv5FhpXSPv7H/v7+Kp1213NqqRul1vciB5zwMDUOozEs0xE+5lhFNs5AQR17JEjuk3lWm318GDatdfhOE/bNtX78C+QjpWrJ4THZwddhWoLEI7byTeIi2t2M9r7Pe4zacNqUkVk543Ql4bfaZZ+2wddtr75f2TOYF6Rts5d4YMWWUCs9uqnV8NYqQO8px4Pp4G6lDtM3bJzLCaIMwBAQEBAQEBAQEBPlZPUMGTuIlX02XSUpaYFKGKzxmHOfTZe2cwi14RJ+eMw5lUTZZJCK8QH60eFal6lEhLd7UkTi/GNREt4qRpES5cRqSe06SuBq/is8zRx5e776BBnScWbubseNXU6+M4QjYBxIftw3mIROUqhyHyStKk6xurTwoDKmEeQyas5KoxrPIdAjak1aG1tFmTb1/iXFD3JnayuHrGwAHoFIaYevEwS3SzwBrjLViXI3mVMMSoQqKCmt9xjsXWoOkfGU8ZkypOQjsJjGvpWx9GHRovTECOZM5JXh0ModvX5VRsRborGyxFORZ1DuVcaBdQWObps3X61s6xkRMc5buIKNGdW3KxVqW9FZQKN9AqGGnqGIYgNnDjKZLmkmlnsX6GhU4Pi3HOOEXSxF2IpPRl1da7NmhCwUj5Vd0nMsD23YmXTZ20M7CEVMq7KsezGKI5hSGg4n26Fzf/xM55Guf4S28WzECzl0RV9aJz+XmC5P0WHFfHvkpTQx37qkm+msal4KvJ+Oo2Oh9fxUfn66vwZKn4KnRq6fOKOm5c+jED3WZfvUzX9bSXNnSJY3A7mn4esHLS6XNfbVD3a5b6sw+1+eI/VvXOC1waE2qzK/ZVRbXKd9aYTqST9noqvvvVceS3X88Hr4y620Be+0gzlXR2TDWy4WVZvMTxxeBrmKTKV8ev81SM9+ky/DBD+sTvN39Mtcpblmq8n49+/7x3I6UmGLRIAgICAq4Wqyeol1xwdpFy/JNIWsRObcKm34gL2yFxJmUR3HfxvLXKbGSvCRFhCiaHnfMW/YwvDYWV0tIijujKgkukmUX1XA4oLnMzTzBNmcPcaGwS9xeMTU8DY9cn+URg/vGJp906afXHXLpecimnr8WknQ3FuMXdDI5YyOJPbFOH0mRTq4LqMvy+Lqi0hAgLCbGXxoEqTL+4bCSoSz1pB0S6LQVgBxRHz1Dsn6WPeUaZ4FR5hEOFnVDPOztlcBJyIXApWJtPkWivwKJRMRVS18BtWghBFcIeqQ8zqlPyZszrHYi76TSHWLP2PCUiBmjTJ7ZEJVxc0Q5pFXO72XHN2LNsGZ7g2OStaTtZkdgXIV89x/r+00znypxt95r4sEXS81b6sYgjqbsx3oWF5GviTZdpB8ukiGgsgy3qulZinDjtwn7P4mI/igp5L4a46BixF7Nx0B6q4fI2QgEBAQEBAQEBAQEXx+oJaopAafU+cLuI2pmBECl/9197s11vz2WVrRe/dZJYmjEYMjYHHWFbdlEc53HOCGKjHtvWMSzLjnAKWRB1x7a9PoFzYiPQxKLVxU/c9ztGLfkRzOegK5JJ60SmncdJmM6Rjg8KKQ+wcc1JbKUuCaZY6ZBGL/ql/4WgvoqU11351qPrk3bdvhTJFH1c2XCYg8k+Q8abMHloq5NAT9pnJ0mrK9t9iXZ9He2715EfPUe9/LSRujYtGRsjTZZLuLi6qHw61llM0kfnWMmwTwJDEJWddLaNkmjjSHrJfiIvPm0Ls+kwCvn6OSJKnOI6NvM0S3SzFNsYqkWc7aiVDif1LcKF8X6OHbjV9FcLQ2hljCum3RvLJxhmikZUN9LiT9nxGcOo/47Bunu/wQCzxo60g5lvRZO+9bWPs53DfOZrbzASkhqOkANOBRcSdfBECjqJ20ASSdA5+xFSmlffIskZwtg/D9o8pmzjyk6NuIObE1mSo4CAgICAgICAgIBL4MokqCkIybyYdyeRws1cJD3n3SdkC9IE1ZLLhLiJnZw4GhpQ9/v5CEGcMXkIIZOiI9KEMELZP5ImcA17HNt4nuMYe9NxnGqwqDh3yqoOftdatVzdZ7pel1SHlP4TUi7QsVFtWUIcSzjSeTGikFOPptq7jCMnWmXbooUhXqLa2sL0ySROWih1aJLYHi8WB5kuV5heqqTj3opUW9dxhdZjV5p0M0i6L+dINkvicnrjAVY6iUq6S0mIiR25qsFAaZY5emkzQImIMi3WFM6vlG5qCaffhhoJIQXbT1W4pvQs3bZCFzprVqphl8xzS0vdzHYPpG2obR+P8Aw38wSfrbyKC6V+U1bO1j8WSarMQ1GP0+3VKvbSp1pl9yISfyG0RaA9aPMvu80Gaf8hnFPp56uKb0BAQEBAQEBAwD8ZVk9QtcQtBic97cWFoTiCW+SKOqF4oAUXO1I80wrJHVQZiyqiSBHlvidwKrMCkUhK/lr9VZFjrWpZxHlElZAoUnTjIu1+EHPPKC58iOaFOemUeYyNkzhC0qqVmjAMAZtNfqIe6pOyeCtGEnsOIx2UPMV50oy9fqO9buOG7sTYQO7CSNYaGPIgEjyptxAeIZMibUzURJU3VgYNAbofQ0gP2qS2PW5ByqGVSBh34GxKJ+HxA7udo6oDGBLzXmD3Mrdv+VtOcD1nPnT9Sk/KdQzRE8JXzxtJdRs4mGOFa/CIlaFt9IZDqqNFgjhjnjsA7Ibt3YeZp49TjPBCvsh6TrOr+wB/WdvgHEDlgHeZdq7b9g2i6RKLBwZZe3eTnT0HeSFfZIRTdBMzywCH2U6Dzdax1rWGrLesNPk9tj9krhVg5iMbTN9Ftop12wdV6GEBMET6bL0f3mHH4g/tuHTydrPE3xwSlXpIHExJV8R9wGZHupNx9ey/YowtbGnQeS7eA+yEG+76Gk995ibTjgrPY4KaZVvW8M61BonfIb5tpUZdHfu2m34+ni1wCvonPqvefhnKdjT27PwO6hMvT/8/SpzLSMwIV5K6108bVce+yrlvA6xtMrPCE/ghgC5VF0gZdrZuSSe1s8LO+GFH9DjWvLST6tgPf6DLHE0ntdOnabt9HxnhkSru8OwBz7A2Nf28EDB7dT9686bqnTfVsx/1qjahw9V4aS11/BYv7TfUccELa9P2579uv/8uljPSbnSHFS9JlxnxHYKs0CVZaVm/R1n/PHx7dR9XG77FDxGmkRW+IwtZS+ys9meF9chC1m/cPwRZ7cjqm5MZaaunH2lk9dvlzIuy+iejz6PlS6dl5pk1V2/MSPtqRlrWHN6akXa5OdXISMvq16xQQnddpsxsXPkMicERS1EDlB8ECcExj2Nv0ina5lR7ARWJqEAkPTIJfQanQ1yINO1i4hopWxbidoK1uzALhSmIN7t/fjGsdHCQMx5NO11OdVEWADmUt16/bC2y68Us8oUdDjpJma6qNCEh/5KH/HPUjmlyuFA16kdVJJtCMoo4SZ/YpkY4YuGXvwKL6TA/ck+bdF9wkiQETqzSIlwfldQ1kXA2gFIX01sqzD/bq4Zx0al3S1134PJuYLXC+3ALuwHXZt0uLZ1MbSrACml303wiSkwxTDdLnGAj36TELAOuPiLNzBmJ6Av5W06UN/JYYQ+z0QCnhq/jNOvpYYERTjHALKM8aUMTXccsA5yP1xgvvhVYW53m7KhdBBZtfVs4KbRUsQSMLtKizBPczNlWyaSJ/a5IpGWc47ybZ22g3YchPtbBWQk3vkLi9VjHXa4/27h5VLPPivS4BFSX2cgJnqrelJ53AQEBAQEBAQEBAVeA1RNUWfgm3j5ncMxZdPpuwdlG9uKcr4hEU8JUSB5T9li80WrHQEJQhZCp+JPMYEhmmZW2mQOkCe+kzUvIrEglGxibVdnVPafaoSW+ttymOIuZAmoQD0L8tK3LsL13CKeKLEzIqqh2pB3D6bA5goTjzmF2T4TMb1dt0zaEQxiy0UuyS1PHeZUt4AiIHDcxqslFDOGbsPdWpC6WzBeBtt1A8ImGEPMIpRb8hKlPruwIZMneN4mrW0c9VwAeMPcdj8bSoWc4Yvt0PZS6YBSuedOzAFyI+o2Ero0RHrQHnWOrklfPmLRNq5DdpD26chj11ANwaNdOWpvKDLORNSwwTx9Hl7a5Mg+ROFvqK87xM/wnHuVOHivt4cLBfo41b+XYnluobnmaH+TTjHCKbRwFYJoyR9lGOx5gx6aDlJnmTh5lblsvJ7ZtZN/CSzj76aoj4yXctK/Dnk37OHD2Dh6b2OMkufVls4kyhtsAEJJZsv3dtN/iMTuH8g6MijtrPzttHjI3GjgyqwmqvadYbVHnaT4vY1BipXQhICAgICAgICAg4DJYPUFN7hSVDXG+IsQJHBmUm33J55y9R+wnh3FqQPrevHcc4wimSF1j0urDqHwlP+2kSZ6XkBqxStPqxth7tLRXPOlij6dwMTSljtLmQQyLmSCJ4dnJ2bKGTH4tm1wlHQc0lvyHVJ7idGmatOS6jAv1M+yIqaigTthvIW5imxlhyMcYTlKX2GnaNrSTyjhoKW9kP8kGwxyIhFGkp0JkGqSF4EJ4RWLXwcQBLaHUQnPAesh1Jc+WKhED3bP0Dc9xJL7dSVXbqm5Flec46TioWtpXwvZfjLNhBVp9Nn5onubuG2jWb6BRrxtJ5R8WnPMlkVi2oX1gHT/14l/jFCOO8BeA8S6azRt4+K57GeEUJ9hIRImIEgPMMtA/y0ZO0MMCB9lJL3MMc5rtPYc5/Bo4e6jqxkf6tIWRvnZ6TBtrMiZdrtyqG8bUa1hSfS7k1SexkLZdzuHmRlGN/7i6VgJ2Qbuxjiduutn0QZO0jXNAQEBAQEBAQEDAKnEVS0hR1R3C2YCKDraonIoE09cdnScdyqJu79cx3y5VTa0+rL2UQprhyXUhHmLDKfEchVRqO1UhtuK59pxtyyArbfYGMRLDr9r6D+FUkhfteR9mpX7cli9hOyzZjpeNjU0Jp16ZkLguDPPQoWRi0sTc9n9OPV/CkdAWhhi2cSSmoNKqGLtBIVSJjW4Xzp54zvWlHsJEKjmFkXQK2dehhhahWDbds4+USmwihZO8hKBKnTqYPs51OSlzDAPdhtBt5ATdNy3RqNdpN9alnV/lcGrF0iYhw0WcBDVRhR3AzSk7jx/ZbPquCYzC2XbVHH8aFwe1jotBuh/27325KV8IYgVD4trwVHQTT9Vu4sStG+lmiW5iRniGCi2u4xTn6eF/872McIqbeYKbgfU9U3xm1xvSHolbJAT1QmeNKa42Qy63RHtiXZowlkg7V4K06rOQT52m+1HIpX+PjNc4Zp+paNtbBxpwsHKbkS5P8jwnqL7NjbZd8u3V9AZalp2jbx+iy/A2izKfzYrn6OezeIn7IG075D9Xv3RVYr983Q7fNkzbp/l2pvp/QlYcWN8eyb93Uh3XvLT16th/TtsV+W3qU8ePppM6WfZvvj2eniv+/0B9rz/fXuwOxzwbcV9rYUIdN+te4l+o45vTSVq7534unebbmN2t7GP3eM993Dv/ma5Lp0XqOGv6Nb2016jjhpd20Jtjqbnqj5s+z1iftLanz3OXOA4ICAgIuCKs/ic0+ackksfTOGJWJ5F6JfE/Bb4nX5FGirqtJpt9mMVeH4Yozat7hQT1qmPtzEeaM4+T5NZUHjfa8rTxsSapmgSC+acUA7fjQmzMYSSZAxh1ZgnLoaW1o2bR3rzZa/cUToo8b5zSiNqlSL1iSOxjE9LkO5qSPp2H+EYT+kbIQ4N0vE8hrEI0RKj7COaZfbarUgsJveDJO1LSxItFK22XccjbAqxt7CGcZ9wYR2iEDLXVR/JtSbnDZuhqttxDcPy/jHF89xhb73ycY4/fahy1HLK33w/5Hee4t/wwp7jOOFyqXW/KHLd57MXZT45Jf/QZlVepk9SjiQn9UsKptotUsIhTfZW6H7J9LJsBRdIxYttw/GTd5N3p4ZnqCMX+Wa4lYoEezjx+PbP1IsNr7+QUI5xaGnES8Emcze44PPVnN0EdCjtm+Jm1/4kBZvnIrW/jGLfCQyR2tInkU9qE6ve6reM4jsR31DOxukeuN9WxEOGGreNeYB9c+Hi/I6+TXCSmbUBAQEBAQEBAQEA2Vk9QY3Ae+7SqKTii1ocTvQh5FA+2fogUIabCzHLqfljpUVZLUeV+f/dczmcxqsMi6cWeD+B0TsFJ/GClVFaHd/HViMXeVNvFyjPWhpMhnPqyHw/WltnG2UPmdJrEmNVqx7qt4iFZhdERaZl8NNkQktm2dWzlnaOhNhlQ4XAkz6Suuu3yLdL1vAs/I/lH9rukstd11PlLHwpBamIcZ8ZwrLbNEMKDOJPhDvQUjEMigHn6mB0t0ikOmTwa9v4STgoaqX4pqfOkj3KWMHelJYsxzqZX6tzESYal/6Vb7LP5wnkW273Q7qLdWEc7t47pyjkTX7UFndwQE2tHOXX2OjqNIbchIPXClmPb0TN6npt5ghIRw5zmWGnReO/VY69Jt54fMg5WypsQVClHS7pl3jRkbJaNdLui8pxQZbVZWVZAQEBAQEBAQEDAKnEFSiji4XYDzg5TCJQ4CdJqScMYta06jgj22ueFhK3HENFJnHRRpIXiKEnsHE/jSOOwl680Q6vjisRyq6nH3Rgbw0MvB57GrKol3I3vnGkQRxBFTVdLSqV+1hlSYbN5vGNVyCawz8zg1P9E9blsvkUKJyQgtuctCbkjbREJsu9hWPpmHjoboGWd5EheY1jvqjhVzBpQyzsiVbJFjZJ23U8OQ4JnoL3dkY5EFRicKnKv7aMYM57Wfta3YWzjwsXIuZBzrfYLwDJMdjnV1gKGnD0E7C04oijqtBG0H1rHb7ffmZb4xhjp8C7Y9G/HiRZKnJ2omrmwG2cv+QhpFeSOeH22Yx13mXxEeroL2L0If5hPq7tpSeM9WMWCZW7c8hV+m/+Dg+Xb+JNNr+FvvnY/7IfFnSpUSwRP/cFN5vlJ29YGafW2FgmpPHugyi+88xcpEfHFqRfCI3kXn7dzjkRlMqc+MhYi8RUCKaRcHHDFgzCutQlkw8TaRbc3p2O/+pshLBtv2c9bguqFFuGYOvZdrmv1QC/MRkp101fj9H9LNbLUSH1V4Sz138FL3OeX6YdfyAodsd471yq2fvm6jKx6T3pp+rljXprvul/n44+Npy2Sgn7x/FAJ+t+mr/7pt+NkRlpWO/TY+PX+rDuceFU6aSJ9Sqz+b4x6YVcm6urEU38+dFideGqsKXhzYd/T7nh8czrtHu/Rveq446WNZ6TV1fEhL62gjg94aSvCQRxRx/446jH21c8zEKt+TIVYgrRq+PMJWeGyrhZZS9PLLVuvNiRMVvgSP0SUhq+Dvtq6ZP2OXm2fXu65rHAhWSFRskKUXG0bs/otK+RPVtrlkFVX//+sxpGMtKw8r3YuZvVN1lhkzdMr+B1bgaxwQVkmmlntf1VGmsEVWkmIV1utdgvOC69e1MqLMKSOczj1XQm/IvdqSWlepWspqmAAsxCawS2cL7bAUYOcSOi866DOdVlafTin7vE7vNdJ1VaU7+etfhyEwOkRSPIQ8ou6QerR5123aXFfWgJWwRA4IWxCiMFJxYoXyQpw47LoSJtGcr92JCXtU2MVX+Tbl9RJ16bunTeqt/reAkZC18BJV2vqeof04kzI0aS5Z42NHUqEdci0TBJGJSIt/WxjVKfpcxLXu3Eqs1UoViLalXXJOeA2G1r23twyhco3KTPNCKd4klHO0+OId6TqK21rqbTUwsx66pW2teDQ8Z0UKxEXJvqdtLoDbjOjlyRcj4a/4EtU3U/ibtahjsS5mJWaa+moln4nhDQm+599QEBAQEBAQEBAwMVxBQRV774OQ244LUWJSTssEDu1tiV9NRyJKHRBLu9Kj8quNvIRyd9BUdXVnns3GwnheBmncqu9CWvV02ngHBwYtMePqUrqBbiQU7EB3YBzBKXZk3ithYSUxedMuBMhOcmu0YCqkzhTOge5QdMfIpHT0sMcEJftc7O43aI5nERa+kKcOFnyEHU5gfIOTB89YPt9FENQR3G2qFWcVLQDZuPAqm+2LJmu40yMhawmxHKA9IZEnYRAt1S+OZzjnkM4QlOy35PLRgIMlrQ1oLPd9UfRtmcf0HoUWrdDMW8kmTnMbntkv2XoS/b4AfP8sYO3OjK8B4r1FnPFPi7E3ax9TWQkqx9XfSPl3gfshBe87PMcXdjG2U9Xye84x3X9pzh2Twl25N1GQA5nG1sFoi5G3vgMZVoc5Da+wIvY//jLzT0tW1bRPtciHWs3IZEiyT0Jna3uvSgAn8rTjtc5dWpsWnszybxPEUX7zkbLJOrhgLHLPo2R4tQxc1+e05tLsmlyDiYHSVT+W2Dm4KTNUznwCggICAgICAgICLgCXJkEtYQhCiLBEsmXqDVqQaPcU1DPammeVjn0F7I59XwJiISYxS49kQoNszIUDKTVhEUqK3FYIS0FFntKIXtybQC3KBepprZN1Z5256EtRFpUn7UkSaTM+bSKqxzHpB3vJGVIXTViVba0z4VkScZE2xY2cZK7CQyXkHKSMm19c9i+GkxvGoCTlMXLGFLjq3BYkquldFInGVchYELO6Ep7oG2pciu4uZMDIznPm+vSBlFXbauywHkubmPUyeqYEDu2LfXhBj0ssIbznBhbYmbXBqeGLPPvPhgaO0mdBnFPN4/tLjNSPsW1RAzVTjOTK0O94Pq5hvOebCWrpxnm9/gRnuAWF7u0otqv6y6bAInU2kpyRS1c3puOekbGT55NJJmimguJJ+lOH4n6dkJQB+29dsxTakK+JoEivBU75yLffju3UjsgICAgICAgICAgYBVY/RKygJG+vQW3+J7AEJ99mAVyjZVqm0JUSupbFtIiMariFt7gVGYLNs8S0O5zNRZVyyJGhbEji2YdSmbQETSpf6eMsR8TEinSUSGP4GxXxXPvvMsvyVsIrJDXhv2WWKcbcAQyh5N8QrKQFwKp21u37YpEKqzLyKvnz+FULiWEjYUQl3FcDE1w0sUY5yBJ+rhpyxVpdA6SmK1F0oSpBXQWMdI2cdakycmsOW9b500Sx7U96GxipV4V0hLPuk2fGHLlisQw2ciw0vMazgttDTcnNMEvqfND52DXoAlDUIQ47uY2vkKZaaYpM9A9y8H71tBulaCZh4pRz/3etV+gzDR1GgwwS9+meQaYZQ0LLHT30Ldhjsloa9o+t4ghwvUO3cQcXdrG3330pS5N5rVIXhuqznpjRwh9B+gMuY2cCBdOR79nWmrZEmm/jgPcawnqlP1stWmyaTMLbCK1GaSlpvTi7BiWYbeVej/oS/S7nt8EddQ7n9jqjkteWkfZna1QrT53iWNI2wr5tiNZ9qo+4kscQ3qAfLsefb7VS9Pl+fawvh2TluD7Zhi9lzj2872SEDxZdraPeWm+veql8vH7V9sS+ja3fp66fN+OR7cjy/7JH38Vrij+Cy/Nr48qY2IinVR4izs+tJxOG1N2p/H+dNov73HH76l55Sk7z2Y6pfDB9Fzp3Kc2wlqefWhJ9UdnOp3W0Cf+eOv58FWyoeeqP8f8WOyXSvPHRs8x/4fi+WqDGhAQEPCPj9UvIaskdo1b732c1/MJzt/aQ0SJ366+06ktCvmUBXtBXRNpj5zL/7YSbqEuUiSRSImkKbL36sV7RFqSFIvqsPoHoqW0MYYoCdqQSPyw+VKGWP9zHrb3iGdgUfuV8xzOiYUYCwtrEGIL5h+3XeCLBE16X6RoB7CqmtOslMDKP16R8AoDEPvAPkOKJjEqplIFLZ2WvmirjxDPnPyxDoqSUDak/+cXgShv2y7tLePivFrinytbKeeguV5SZYmEUoiVSBJb9lzaLNc0gd+Dk6qOq66QLorVscyNtroWmetLcY6jbGOEU7yMvTzDCI3+OqX+CDZhY5Yu0aLMnF1YLNHNCKdYzxQDtIm4llkGnHOkCVu3XbZ+cTeN6c3GU+8ee08DQ7CrywzVT7EUd3O2WE2r9rbVGArxFMdT8h5JmpamJhsSc/YhvXiUeSikVVRy87hYQEN2/E7jFn4SCko2S2Ywmzxdau70GRtopkktGH3uEBAQEBAQEBAQEHAZrJ6gltxnF1/m3/AxBmgzRy8fu/vfsCjEz1fjrJBWTRQSm8ORFrk/UrWKcJ5mZUFesOdCUmVBLgQVLz+pgyZqVVVGE+NtNKeekzIi/XwXNEX9cRjjBfg4ZkE/gJOOzmIW9CKFFQlqDrcLP+TK0r3fQZFTK4VMKiosTAggrJBM5DAbtjHOA6LmsT6p0eUm0BJbS0w04ZN+ygGxeBuW5wbVjbPKttbWU/oWzJyoYMia3sSIVH0k60iVW8VJ4ME5SNJdJPWVfJO5kXPXY1iKuzmxsBF6YJQn6eE8A8zSyxwDtC097aZFmXlLUE1IlymGOU2JiD7m6GHBhVhpADW4ZsezXOisgTjH4uQgFJdZd9M3OJO73txTgeqWp7meE9ANh3d2s9DpYbGzBloFM69rNs+maq+WSvoEPCHi05j5V7NjIvbS4rFaNj/E1jqPi2k8bDOexmw65EjPt1mSua03NirYjQQVesjf2AgICAgICAgICAhYBa5MgloADsHDu+9luHuKLTxJH3OUyhFnaoPGyYwvtRMiJqRxAkdeSva7jiNoQgqFjJRU+Tn1jCbBegEvUiYtjdLkSqusTuAIjjwv943jyEERE5YEe/+nN0NDVt95nNfbQVw4mYa9Jt81EgLb3gqTeWPPW8KpQiVqyPOkw/gIRJVSyOp2pxo7ipHMRV7faPVpITUCaVtFLojUVqntyjhM4mJyxph2JB6aj2Aka6JyPOz6eidu3Gq2jjInqjZPvYHRse1s59P2ryV7v7RH+iuRGlocxDliwta1BOzsM1JMW58LrX7OTvZzNlflnbf+Fxbo4cyTG7mmOEdfcY4f6P8sdRoc5kaeYYT9J1/EUHWabd1HeZQ7WWAN1xJRImLrXY9z/q4eFt64hgFmuZaIiaVRolaJC+1+iLvoYYG19SZnc8NUtzydkNw1nGd9/2m6+2P6mOfUhhFOsJGnHrEhZ5o44tkup4m+9FdCzOcwxLKMUwWXcR3H2VXncOrrAC+243fEjB1lnCdg0SaQcE95V/YBO5ajtk6NLBf2zyNMeK7cdyvVvZ3evY+o44NZIVh81VhdhhceZAX8OM0aQ5e4D9Lhcry61VQIlpL3WEfVZ8JXcfRVJecy0vSzfngEXVffjb1Wo3xxOql0R/o80if7vHwa6tjvN31e99J0O3z1Tz+USVbYB60O7D+XFZ5G1ad0dzopejp9ntol+tt00i51/EhXOi3Wc3NPOu2juire+Mfq3FPx7ZT8UDp3qmOvn/QaIvLnmFbd9VWjfTVuDV8dXfe5X4Ye1ywVen/c9LzJeu47Bd+fkZbVP1njmBUO5XLICnvhh3PSyFLBzwr7ldXGLE/3Wbu7L8hIq2ekQXaokf+VkZbVb1n/97N+/7LqkhUuJau/78xIg+xwMaNXmZYVgiWrrpMZaf7visbVhvX5hyCrzKy5erVhdgxWT1BlURzBzPgGDty0i29Soo95zi+scQTDl4RqFd82zvZSS1BlgR2p57U6Y0Hd59de0uRcSJc+FwgZ0/Xx85VnhAjV7DN347wQV7CL8cX0M6JmnDhoEomkkD652To30pJUqXcHnNMagdZjhURiWcP8HtVIewXWUjadhZznvE/yTF7d5IWL6Xh5JN6TddvEadNAeox1OdL/qOMqHnlWZesxlvErAoVFo2rcxEmMRSrr11nKKAFFG15GpU8etTZ2HbgQ99PurKG7f4kBZsmxxAI9MF5gprWBw2PdzEYDXGj3ceuWR61U1fzDXKKbNZynhwUGumeZK/TSKa0hX5ynlznW9JxnYMss65miREQvc4nkdo39XqKbeXp5ShPRpL9V32lpsY8S3sI8xv3g50iHAxrA2UbpDFV5yWUv5NMkbqMpB2ajZnllVgEBAQEBAQEBAQGrxOoJqlYnPAD7Oy9n/4GXO3VEgPsxEqwHSUu1NEootcs5c7DfhmgRidokLtRHFbcI1qSjQ1qaBGkCJsdVdY9Ia4UwtUhLoSrquXuAMfixm/4LGznBCTbyRV7IoUe+27ZNxf4sqvzAXh+1hZ3E7KLMYcjAMFSsNK+oyhWpcAFrtym7S7aPEmLRZaQ0OzEOq+qL8FDeqZmKxFD6QUifJgyauMvGQEfqLU6XLAE/aPtwJ4oMipMpORYV37L5LuFUu3X5QqQPYsa3jpOKNjHSpgImhEyJtDMh2TBowtB9J9nefZjGpjqnpka48MF+03d7pH7noKN251oYqWoBqHfBGBRqM1CDnsJ5RnpOEdNNxLWcX1jDUtzNk2xhmjJfYSfNozfAp0w+Z6NqEsJnaUs3fcyxwBoiSjy5MEq9p8FGTjDMFOW1LbavNTt2p1lPmWk2ciKp1ilGElJrRrqXiBJTDKdVnXMY9VkZK3CkXc/fXJ+32aBjC4v6LhinN4OmHbIJ1OiDaNT0HUdInFvFWiIlElirpt6ZNB589292xcRd7jggICAgICAgICDgCnFly0i5u40hkfIRKadWpW1DIk0BDKHxPPHSZ+7RElJNnGKck5yiOtfqq0WVn9wLK9WAI9KENqfSUnWy3zvhmsqz9DFHN0tMsZ4WZaVSLGqUeSex1YQMcORNJFY21I1uq5YuSr11fxT63D07gDeRts8FR1Ja9trdONI56ddJtVd/X/SG3rT9r5QFqk2LGPKzAWqDTgIuGwltnCRa6juGU+sGR6prpNXBwZFTVa25di/Ta8vMLhhJZsoeM1aN0u2OMP3TAkodNq9tENMNwAI9xuZ0qZs1Pefp7onpZoklusmxxDWlZ7mwp99Izw+QzP8WZfqYY5YBvkmJs5PDTG0xdqlTDLPAGkZ4hh4WLAE2HbCNo4xwyhJSURQucYKNnFjYyNnxqgsFlMzReKUdscwLLd1OpNwXC3ckIYlUv8e6jEGcU6Q+e69+h0XFfNZuAMj5OXNvbDdQZAgCSQ0ICAgICAgICLhCrH4JqUlTGxcao4ORfOVw0SlG7T0dRUqZxai1KtvCKlDqShMtIaNtG1+0XTPXxnDSVZaBGWeTJ3VqzpEsyDvDTtWxgwuzEpFWyQUj7RMyJ9gN3bkljrKNp6nzmeOvg4N5RwJLgxAtm0xKqicjWxdm7EdCb4hkcsDV11dNLuGIdh1D2O5x11/w5s/z6LG7effWn+P/Pvp/mfpO5A2ZESJ4H9Ree4zJx7eaNn8KZ0srxOZSqr6As120dmYX2zggj7HXELulYajl4Zcxdsh7n4ZJK1WbtP37JhIJ9dZXPs6dfIn/MfWvuDDeb+pXsW0VornX1nu3Gh8rZe9MDHEkHnKEM7LV2G/PU+7850x9J23s1AmobTjBvTzMLAO0KPPn069ksbOGa3JLrB+eYoRTJqQMc4xwio3DJ6i/scEXeBGTH7L9Og7NR2+gWRuByUKyCdKMbqBZHYGDBWjDvvsHKPdPU6bFKUZofu0Gfummd3E3+/gmJc7TwwHu4LHjd8J7805LYT9KC2HRtEPIv3yL2nOyCbEMHRmTGYwdw4wdvCFWhC5qWClzx87jRHIOxiaxF/OiC7kV2+iv4sIwLWIkrqJRMGquy+/F8xKezU1DHRfTSWkzE98eQ9tWeqE0UioPvh2Lbw+l7VV8exhtk5Jl5+nZINbV8R7vsd/QJ759pB9KQ7cxKySIb49VU8e+XY2y3bzPs2NqeLfqTapO1r87P03bo416aY+qY7+9271zPa5+/6s212rppEndr76tlgr7814v6Sf9e3Xf1dNJ+1U7xjzbraqqT/NwOu0+1cbJdFJibgFpG1eAR7wy3q+OP+iNf0P3cZYdm2+rpfvtSsK6+OOv8/HnrT73bRl0fXyb84CAgICA1WL1BFUke0KkKvZ6BbOYjtRHVGfJY8ikkrK0lYMNkXiJ5FMWEyVMbNNYLRJarJQERqSJHX0k/5REohvhpE0i2RXCJQRAFtJaAjwJiwcG+YuxH4DcEoznXbxQLXmVdqQW477UaR73Ty2GOO9Ue0s4ghubchOHQBXgNR3WViLOThgx4iNbb+V1fIrXb/tD3rDtDzny8O3uf6QlLAPMUqjP0GHIqTQLiZG+lvJSUjeBCvMiMyQhgsuQ6zIbC9JXu/NOo3kMo/I5atswBuyC73/n/zLqsh+4gWPVW5m/tY8Lk/3psEMV0iqsySYGZuEpdd+5SHXTCZpfvsGNQwfn9Co1DpZcST45mJoe5mh5G3UaDHOagdKscWgU9TOdq7BUzjHLAD2cZ+LsFgBOrR0xpF8Idx3W7mxS6ok4Pj7mwsw0gUohqUd3bokF1tBYMuFmivUzHOAO5ujji7yQU1zHsS/fajZ5DuCFxpEQSFbyrjdVRFovEucYiO0863RhiLmee8O42L8SE1X6aQI34LL5IDFu6zZziXsr81jIlmgISJghO3f8dVtAQEBAQEBAQEDAKrB6gloiTVDrOAmlSK60JCfJXtQM7U5uW0nmIhQ5klij1jYOTAgYWURHeB5LceRWWiGESiRLki7SNyGlWtop6qU57/lJ2669dtFdx5APIWqidglpqWQsf+TCOdKrdStpEvJVw+w0F6zn2gbObrYEL92wlwrTfPGmFxLTzSd4Pb/+N+9m+vvgNfGnOVK53WVtpVa9zDGy9hmiHfPMjFmS31T9IdIt2RRYQVBzqa+E6EcA81DqM8SzgyFr7zHq0Bc6a2BH3sUqrQC7ofiaM/wO/wfv5138xiM/Cx2YHN/qyrBz6prRZw1p1eqrosY9ThLrc+1909zJo3y2NsyFqD8t1Zf5kIyDJUw1ErvYxcYgXynvZDuHGWCWUndkHBpF/Sy2BznTHORMaT3X5Ja4cMDU53hhyPC4CeA+M2Y7ew7STczx9piZLwdwmzdF892dW2KJHDOHNpCvnWNb2XgBfvjsvXQaQ2ZcHsTYyB4C8x6o0C65vG3LoJOCyxyVPhKV6FjHyJX3bg5DIMs4iao4+BJp+RHbT0OYXf8hHEG1avicJCHKiWOsnHpOpLM5UrGFAwICAgICAgICAq4AqyeocncRuwhfdOq6onKYSGS6MLFCT+JCkYiqq1W57OSg2GXyax3DLJwXgTqM19JOlMgZJy4JhCm8AOJyWs1IyFYkF2weba36JCTA5nkIR9BKGIJ8EEM4duCcJ0m+iQRSxfgU8lDASH8ZUOV5anARhkztwknCiktsvekwx4rbjTpqC2jC33z5ftPXQFQpcb6/h7e8tMQt8RP8NS+jMDpDZ+eQKX+PqdtjX97jJL0NvI0AHIHXxLoDhsDIWC1alWBrY1vDSkT7HAHruO8LjX7TZ/ts3z0A1Vc+RfMPbqC9dx0//Oo/ZIr18B7brwdIO8BqYMjgGLBrEcZM3+646e9ZYA3H4lspjM3wwrVfZIRnKPFNNg6f4Hhch7sLpp3+GHWUJDgmIbjk4Foiluhmjj66iekpnKdTWYbJLkOGawUuFHFacVrqXjKXKrToZsmVN4Yjj1aiPrN3g5WILzJanuBuPsdBbmNi7RaazaG0rWkB6MS498Y6i+pgVd4978YlnBZCAaPWnmz01O3niL3hy5g5r4mnxOsdVpkK+Rwy5zlIe6YWMgpOnU0I77TNS9kFPy/hqeo2lcpf0w+BoENiXElYAf3TPOCl+Wq8Wa7cdZpfvg774alRHtzsjn01ztS4+nWpe+cNdXyPl5bhSn+H+r1+i6e2+i713G4v7U1ePp9Sx5++xUvU6q9+KJvFSxxDSuX6Pa9NJ70/fZoKybPTS8td4hiciQSYDTGNh1T79/rq3r46eF0d+3NM3euP8bv08dZ02kfU8Y50EhNKpXnCV431+nh/VugOrQ7sq7/ruerPobsvcR+snKs65ISfj26z/37p99Fvg/+uficg63ftiYy0rL7KUsH5h4TSyKprVtqVhBrSuNowG1lq7Vn1rF1leZA9HlnhUv5FRtrVhtnJSvvTjDT/N95HVkiYrN+jrA33rDxfnpGW1TdZ7cjqm/+akfYPwdWqxP3DQg+unqDm/M8SFCzJhIvUfxYnddEVFcmOUltkCveS5yEexrwQVi04Ff4kZ9MmMYxgCBcXyy6eY3DSIZkEuny5Xscspudcmkh4Wzhb0BKujfLRklytCivHQl4T2z0Fa6+Y3N8GKjDMaZ6pjNAurHP3HQJKeahBu7OOo5UejrKN/wEMlGYtsTJ1rG07xuTxulFHLpJIYS9KFLRac/ItBEP6ad6QHiFAJcwiS/LW0sqWrWvDHBf2zPAqPstvF94JDdj/ty+H6jLVW5+ieegGM3wF9XyEIbY1WLfpmcQGtE6DOXppjG5m+9rD3MNfM0cv8/RRImK2Os1MfYOzXZaPoKmOhaQCazhPTDfddDPALPM9fZzNlY0UW+oGUFqGwoKRplb73XzIQa+Mq5BEkXzn1LVxcz0/Os96TrOZBg0208P59MZOAZP3uDieitPj1LbnF5trclzEaB2wiLNbk3epYc9V3km8W/8fk3buJRAJ6aB3HxiyO4d55+37s0IqHxAQEBAQEBAQEHB5XBlBBbPonMA4hqljFtC7MIvjvXLzMoYs3oizg4txC1rrTbS91RCCZLdoxt57BEdkb8Ytis9hdv3nMQvvWZwTF2yaVq2VcnsB2ZGexK2eRSXShtSgZtoparAiNSyRtjsVAiRFNXASrUQqqUnwIs5pUi/Em9OOoRpAp8DEBmPvyG7IV87RVzSxM5eWupmZ2ABtWJwc5L+97Ed5x5/8v9R/8AjH3z+WEKbW2TI3bnqCLZue5LN/+S/hp+HYV2r8Fm/jAz/4HrdLLgR5BXEVp05gNgxOQnvASK+bwCgUfnSGf7329/kB/pQP8++NXelnbjDkdJ/tm/vhZ9b+J9618H4+cf/rObuvasra30Xzgzc4NesWaTvkhunDO3mUBnVmGeAo30WOJbaXD1Mi4jDb+TrfxTfYyHYOU+5u8Te5Da5NNZyX4ALwgG1nDWfv24Inn91Cvf9pRnmSX+QX+CJ38X9P/F+JA6RkfCa6oFDgwhhQ7bDpjQ3m6GNpqZvD3EjEtaZfc6aModed5EXd/5vP/NYbjOpuCdgBw+Upeljgm5ToJmaAWTd/7gF2wYtf/BCf/y/3wU/eSLJjV7J91LK2oxVMeTJ+8mljnR2pzZACplKdmh3Pc5g5P4BR5ZWNmTruPR3EvAvHzDOxkNRRnJOkOlA2mxWiAdDAxKVlzlRQnJsFBAQEBAQEBAQEXAGuTMVXSaAAp8ooapoJxLHLxSCOVgZIxRJNPN1KtbSkU8JjCKkUCY9Ig0TqJCpEPinO4Wzu5lUZc/Yjdnlz0OlzHlLFTlPa3WalZEirMspiPSlHyib9gKiByvNW9bR5fCPEOYihp7BAb88c8wt9zLX7HAGbxIQrWQvTz5YNcayaYjqNIVq3trmOUybvDmx8dpKR/lPpKviSN6lH0nfgNgjmIe5LpKiltRHbOcz3Ln2BJ7pvYQ0LfIYb0h6YazDLACd6NrL0bHdavbbBSng2vOdZwywDTJ1dT19xnr7uOcpMM08fxh9uhehsifNre4yKrWweSLtkTmo1WJmjVVNGu1Vitn+AWSs9PM+alTbGItm18+Ca3BJ9zDF1dj2d1rX0bZljgR5nw1yANd0L9DGfflciiOlmgR7aDLBEjjUsuNA6FSjsnGEbR/l8/T4odDlJrc4n5+qSigecjJ83OWU8OmDmt6TlMe/ooDpXEv8clpgqW9jELtVKZ3M4FW15N6JBrl6lKSAgICAgICAgIOBKCKoshps4NcZxe12kU4IC0BHnK6OkY2Y27LVhyPWZBW40bNNncJLXGYyKsKgrigRHqygK5LpeHA/bcsW2VcS7OVvGMEYUPKWeOwJsheYtiZMbmqSlfNpWJwLnEKrLhjhZxkmrNElWcSiFLEk/tmw54/lEVbM9uo52ZZ2pdts236rR/lz8fn5uz/vhg/b53bYuH4Ezxev5m+r1dL+pzc4jX2EXX6ZBPRWm5aKqsGD7eRZjNzeP2UQYTNlULpGjzDSDTyzyrs2/wRNrb+QztTeYrqySePL9wMPv4QOl97i4oVqteQIXQkb2HXLmOVrwlyfvhQMFaEFnF8yUFmmVyvQV5xnonmWJbkprI55YuJnZaMBIb5u4cDRCNMGR0prtw122HgfznNi0kSVyHOWnePTsC+Ah9awQv8j11YW4m1MLI3TePwQPwuQDWxnacZL8j55jMRqAiS6aX7uBT1Urbp7YsW0e30hu0xI9LLBAD33MU733Kc4v9bCx+wR9zJlxymEkkw9AddtTNL//Bkvq8454g5uTUs9ErVzegzlzHgnxrKtxtps7pbJT1Y7tdSH1rRpJKKEcxt6802fU7+u2r+XXo2brMzFo5ksJ56TseQnfHkfbWW3w0rRKdJatUt071/f6m33+z7Yu0w9toe1jJjLSRtNJbTV4bb88bUvop/l2Ndquxw/7kWHzo+dOy09Uzz3kJb3OO9cq/lXPXlXbDq+A7n9/In9/cvSOX/rPqZQPlv7/6Vt/WZefUdyYd/6I6scDfugYZ592+2f3p1Ie67rdu7eRUaiy89zhJY2r46o3/5rKJjQqp9NS/eaH3PHqklPj2JhMp7235o4/6pWRujUjBEzBsxvrZIVn8jfW9Lz2bZD1vVlhfWoEBAQEBFwdrkzFV0tuiriwKwWc2mYixJHQFpoo5u35EDAI8TJE8k9E/xMUtdz1mEWN2HHmMQu5c+oc0qQ1h5O45jAkS6SBUq9edY/+B9dHosbYHnbSKkjbclbsp4Gpf0pVVi9mhHTHuBiTacKXeMLV0r4m5p9wE2f/KXXYiVvoWOL0/dv+Fwus4W9y9yfFX+is4evPbmO+v48WlURySId0aBvpspz0jVxQ6thWKkoJzi+s4XDPdr628ytMMcyTbHHEcwynEl2znn0n+13ooaqqe6zqoe02m8D+govtWgEqec4XehhY26ZMi/P0sMAampObodnlVLF3oLzhqj4TYl5S5ahF7zRlOq1rncqxjIv0lZA4CszmBlxZlY4hzMVuznbWQK5gwhNNDLpnmzafVp5WqczTa+vG/hSIzpbI5ZbY2H+CHhaI6eaaXc9y4Yf7odghOltS06nX1UsIvUhUpX4N7T1bf4N57+Q9GQC6nM2sqAjHXc7WuKWykPdaIJsNJXUuc0TqI/0WEBAQEBAQEBAQcAW4MoIK6ZifIgmTRWwFFcNxCLMrL7uIMzgxmUhMrZ0bt6gCRAIk3kKFKM1iCOtmjFpuA0dQtSqveNCVNPEeLKt6ORdJqi5D7jtijqNB91gNt0gXSdw4LrxISkVWpKUxToI7ZOs15IiZkCBLsGp3HGPya1uN7eJBDAnYhSNWdcjvPMdAaZY13Qs0J2+AIvwaP8UazvM/7vgCpxjhFCM8yp2c+dr1HJlYZ/IZxZERIdgiOUsIsxD3AZtgd4MrGEJWhdlogD8ffgVPsoWIEi3KTjBzNwnZvPGmx9jCkzy46zXQsGNRxRCwYr9zClQi7RF4HGPLKv1u77tQN86MtvF1ZhkgosSx8S6YhPzrzlEutxjhFI9V95g89JwsYaadSB9bJJv5PSwYlenJLrchAG4e1+35hBmPC3G/GZOdsHXDUQaYZa6nj3zhPIuFgglNdMCWW8V56G1CJx7iWOVaitUWvf3zdA6ZubDtpqN0s8QU67l3+GGm3rmex568i86BglNdptepHIOTgBdsWYeAhmwC9eKkVTbkS0mkqYuYOLY4r8NCRiNV7waGsIokVIi73N9SdZANq/twG1QVLiKhDwgICAgICAgICMjG6glqhCMzou5q1VFTi9cYDLGRmItWTTClCiOhLnoxDEDSJIyFVRVMwsyI5OdiXkW13apIRwfd9ZK1l2uJFFZLU0U1WFR9hDhb1Vbh1kIkpf0RhrAcwFM3WsaRg0mc96RBm2ef6YsahvAJwbBlnJoacWRBSGMDJ53qQHcuZjYaYLFTZt3LvsEIp3jaOhT637woqUmFFtwEZ9rXu3HR0q0SaTKWAx6RBp/DjFs9vcdQgPXDU3QTJyQx4lonLZO2xHDka7czUR3lhk1fJ6qVmHnEeNq9UOo35GWPan+NtAQ+Ii0lzMHaSkQ3sQlVA8b2tGLu21g2EshpKqb8Oq5ORZuHEODSIuzKG8dFnGYN540dqWxCYO+PbN8Lsa2QVsluwbHqLeRLsyxODjqprBBbXb68M02g0UV7V4U1dWcnfJjtDDBLL3N0s2QkrI90GbIrJLuZN3XZY+toCTMVjJOl3cDuspO8i+Q2thoK8p5G+bR9NZgxlvqX7DU731Iq2LJhIH0kUumqrccobtNm9b8s34bwVXy1Wt8mL02rA/qqguWMNH1+s5fmq/xmuatfrZv3Ce9cl+HXTefpqzj6ddPhEpbTSUWl8ttOJ6XO93lpqbAjafXP9/zHd6fOf/l9v+pOUpouQEXVtZWhKrqif0eTow/+G0+l91Pere2n1fHmdFqkjv3u1/3a8tOcaupj37MnnbTbu/URPf+80AU7dD3959Sx32+6z3d6SZNardefN57Kb6pdnortQXVc8cvQJ964lZRa72g6KdkoTcqvc2lolZGMUDIFb/7XVRuf17+BGllhNrJ8EmSFUvFNJVab5+XSs34PffMIjRUvqEJW+7PKywrrkpWW1b7JjLTLPRtnpGWNVSMjLav9xzPSXpyRloVPXCb9ascjC/7vnEbWeGQ9t/nSSVmaaZ27MhIvh6zwNUcy0rLWH3dfXVUsVv8TqkmoqAQKQdX/wDrgwsbM2o8QNHkBhMBuAIZUTE5LLity3qfytpIgIB26RiSgWvrX5+7fgRnQvcOstA2V1bfYVJVJiK9IpiCt2iztb2LfyymMPS0QxyS2gp15zAs4ilPvHXBks676zFYjUYeVawWcza8lY7ncEp1oAKI82zccZhtHOcFGTjHCE9zCALMMM5UQnjOVjWmSUmKlDeqEbdMoLp4o1j64jpMeF6BiF4ezGAdDc/Q6abCQnhg4CIu5QTa+/gSV7hZf6mxInDwlzoFkOtQ70C441VHJRxHUUk9EjiUiSvQx75wMAcNMsUQ3U0vDjjjVcOSwQ7IYyhfn6atOs6bnPGVa9HCe8wtrTGJFlRmpNlXUwjrucqrIE10sFgbTHnXbpO1CtZQxsv07qhZRHZhgC8Ocpq5/6A9iCKqQwIoZi2t2PWtizgoJjc21gdIs3a9bYubABiNNPeDSk34WtWM5l00LIaNFlVbFSU715oYak6RudZvHrkUTezbiO2hxFhAQEBAQEBAQ8I+J1S8jhZhFuMW4LFpFArZ3GROT9BxOmjltz2cwRG0zhrBacZWSuqW8iY5hFsAiKWp2qRrnId6qHMaIx1FLVIuQkFkhlon9K7gYq9g63qiOrcSzgyFTIlUT4iEkBGx5c6r+9lpHHDvdjlPt3Wx2m99BYou5446/Zz1TfJ1tJn7px/MrvQWLFG6nUe99Uf8X6O5fontTTA/nmaOPg9zGAmvYxQFOsJED07solSP6mDOEqgTFnWdoNytw0EpwK8tUtzxND+c5Lh46dmJtawedXef9pBwrRZRYoIfzC2sY6TnFALM0Y0wc1hcfY4RTbOQEB9jF9LNlKrSMhPKHSRN8aZudgUOjJ9m27ShfuXsnnYeGnARw1JQfLZQY6TnF3ezjNOuNajGmTj/C7zFNhY92/yjnd5yhXalQqHyTvuI8S3E3C501dKIB1lanGek5xamFEaanyswOD7DEPGdbJUMcD6i6lexnHDf3xmDTTePMjg4w1+7lnrV/TQ8L7F24h7OHqkY1O8IR0youbmwJtx9SsoT3EXPed9c8S5iwNU8ujJq8xu08uBsn3b0HXjT8BT5/z30mTyuFL1UifrD7T/h/lv4DB+7cxYE77+A9r/kVFh8aNPnIvBVIv5fseWS/6xe5V895n6DWSdS/1+5u8oqeP+fJN2/hG2/eSPNrN1xE8hMQEBAQEBAQEBCQjSuXc2h1V8khUe0V4qcTRTppvcLqEuukHbK0hSDiHNFEpB0F6QWyXGvLhUWgyxFXKSvGqjgKSc2rRF+VTZFkIaVaMijS1JzcH6vnpL3ncA6aciTSyDG45v5nTXzTwnlu5gnKtHiGEcgtwWTelaH7yTavOxezBhPGpI85YroBI81cops+5lhgDYuNQabjbs6X1iRkozu3BLnYeGPNAYUFriWilzmmds7QKQ2ZvhZCU7djsBuoWAlnscPcUh9Rq8SFdh/lLdN0EyeErMw013GKOg2+SYmB/lnWc5rzrGHdtm8w/2wvc+0+LrT7oCMbDssUS7OUuiPqNGitLXNsdMj1f8XkPdfuY6nHtLGbJZbIQWERckts5ETSVd25JfKlWXoK5+nuXmJN9wIDPbN0rz3NGhbotRsKFzpryLFkyylY9VeUDTVOkipzrbDMMFOs6V6gtDbHKBOs4TwHenZxtlB1WgUlNX5jOMdMQlwLC3R3LyUSziW6WWAN8/Rxtll2Eu0CzpFRBIxCnac5vO0bnImuT+L1dncvUSJi8MAiL9n6d2wcOsGnyz/I3+18qQubo+ZRsrGkJdXARX8N9PutpaiycWKv9fbMUabFHL3EdNMsblQehAMCAgICAgICAgJWh6tTxBN7NaXO6QgqGF3+JzAr7U0Y1dlRYNipGHaAB2DHXX/PoT/4biNN+uBW83gHuA+KbzlD+13rHCG+GHGLwdmVDrnnS6RtB0v2emRJam7Y1WPiHE7SK1iGdldaPTIhutjwBSdxdrYSW3IeeAznjMnGWN0F/DD88vB72MZRtnGUo2yjQZ0jX7vdqHM2cYt/qX/Llv1p6BwY4jO73wDVZdbWpvhXPf+DOk8TcS2nuI6HuZfm0RvgEFwY7+dsrj/ZUDj7qapT2W0C7QKnKiNs6ZngT9e+mu5blzh4607+K/8/jv/4mNkcGIV33PqfqTDN/+ZFnGAjx568BRrGOdFTnZuguJiQyMZCnRO5jXyx+y5eyN9yGwd5DX9CmwGe4Gam+oeJ424GhqfpYYHJP94KnS5e9MYv0Mdcor67dkeTs82qJWUd44BoYpAvRd/LqS0jiQR33aZnqNDiSUY5yjaOPzqWeAw+27BS8B9d5MZNT/AT/FcOchufWnodc+0+rimc5zpOGXtPkVjX7JQV1daS/YzC2l1N6j0NbuSw6ecv38DEHYfpY47jJ+tG2h6T9BsPApNQfMcZevvnOfP56xOCWizNUuKbxj64BYentlMfbrCdwzxdqtNpDxnJ6//H3t+Hx3Xd973oB5oZzGAwALc4Q2IEDMSRCJowBVqwRJusTEd0zVSKrcROo1y7iU/itO7Tt9zT9D45J+2N72nPaXqbnpt7m+dpek56j3vitGpezlUauVEcOVUTOqYVyoUtyIQp0AKloTGCBuQA2uAMBwNghrx/rPWb9duL4ghSmz+Osn/PMw/2nrX2et+Y9V3f38sUDqiegPvvO8fH+TJptrlw/AhLHKR5fYSrlyb5l4W/zbPHT/Nz/CJ/ZfFL/NT0rzF53zL/x9mfdF6UZb1rFV/9VwB5qF6DAKeeLOrKdr57IZiaUKvfy7868TfZWRx1IYfetWq+vj2OtkHy7dX0/xQ/zIqyhymciibV/6O7zni2e2080TaxFS/tveq6n+1qvzAb/WxzfPsTf2x0+lI06dQhd131HptX19WXvcTn3eW545GUXxj4KS+vGkdOR5MeU6r2ZS+UyRPq3m9bWV1/seUl+nOsxtzrPjVtg+T18VE158+sRdM+WXLXT3ll3vLOKbvTKS+po65/1bMPLnohWiKi++z3Vw9WKZoU9CnSX0e/ohb5VCaaNquup7x2nlXXT3o2Xs946/+X1Bwv+ev2yps3E4i01X8XQ3XdIZZYYokllncou99Calu2N0tjh2i4F+1VF3qOi0RVMDCfrPzY5TAgrk5PvbPVzDpWS1qbIcriRtrUMXWE6ithO7W9nfS6atN79qsSusb+sGmVRqWO6jb5O7y5obN8r0LahKa+8xxlm0G2GOSbHGOJg8ZmUACO9Kep/gqwALNxKw6wUS3y/MMf5Ar7aZFllf3ULt1j9qfCSCdVmU2idqchbCwVqUx3aSRGrBfZMWPbeQw4CfsOf4+0dSLUlc4nO5BLOTthUj0QvZEL7DQkCA/cyRaDvefy1nZ1cI9hgNNsUc0cgiYWmLY4zEVaZM28W+bv0MRFxnmdRL5DkxFWMOq5N2rDEOywXRzk+fRxlpl0Y5Rz85wJGgzasC5ZWuQTdYK8cbh0mO+SZss5UhKGM8QdEGDGr9tJ0E0n2CZtmNfgJiM0CAi5d+ISr3TeAwsppxpt91TNekAzHHGb04z5Lhze7LHU+8eMzXCDEZLJrnle1GplrU8Zj8Mtsuy3NrchAduZNIQDtOt7eTF5gi8/+HEmp5dZFaAk6sXCDHdUmTJecvAiwBPceyNt0QyqlBHiPPa2Yac+atbfIs57ciyxxBJLLLHEEksssbwN2T1Alc2trx7YA4jieGgdg7aGgEP0nAOJV8L2NeP5btpke6H4fgPQ2sDnMR4bfwWYtx5fz2E2vUUcwAqxDOZN3Mm/AEyrYhwOQThignUHuDicJ232DqbsegtzCrwX46lKVHZLDqSIOqNs1NtgGFddt8gOLnYr9LwUz5t+/Wb9rzrPuHN2qBaJ+mwKcV6SZXyl3wuuTd96+iTfyp2MgoqQqJMaAV+B7f+UHc+qGeP1YIJ/+Xf/NtukOfv893NH+Tr3/rXv8EP8B45wgWc5zQrjXOQw3W6CPcU1EiWjGru+NGHm4ZzUk+m14eKB95CgwwUukGabMhXKVAwgBDok+EbxYajDn176CA8f/Ar/M/8d/09+nq+ee9SMTRN+nN/gk/wu93/xZWqf3cNP8utUa4eMt8xkio1Mkd+c/qtunopA7ibvPfgC+7lCgxxZNjnP+0jQ4TT/iSwtRmjwU/waXRL8k6mfZ33Beg0sYsBVCce616FZ2UelDIPDW+xnlf0HVznGHHnWGGeF8weO8n889pOQ2eGOzDY3Spa9ftqGd3nKLoVZIJcyKrqfabNv4go/xO+xRp4/4fsYzGyz53TNqPrW7XNJyM1cBWCOBznCBY5wgSWmWE2MOYfRc/DEib/OE7N/nfd+6FsEhOY9k3e1RtSGXNj5jl0Xs7h3Wg45jtk8C2othupTwNjJylgtmXZwGu4oXweGiSWWWGKJJZZYYokllt3K21fCE1ZHNrK3qJsNYXb3VqWXb+OA3E2gCp0jBgjM40J0COgVEFrFqOtU7XOFAZcmm2cGiKoYiUv/FAaoVmHxSFQtt0PPSZFhKYU17eAYT6vuI6BR+i0gPQe08069OEi58COM4YCy2KN2gP3G2c48DmAvEVW/1LMhoCK0922VLgcFAVEwodupbQflmQ4OrIeuP3/02uleHUEh5Cjf5i5WyNEgzxoNRlhbNepQg5ktsrlNBhNbkGtDIWNATA5SU9cYy68yzgoBIXnWKLDGkGVHDdB9j7WgzfbUV1NW5XX8eo0jwxfInbpKs7IPKvBlPkadPD/82ae4wBE6JLj//nOE9wesrI2zE44Yx09Aavoa3Y6xyzV2qgkq3XsYSTSY5QU2ybLCeI/NLc5twDo89Jee4+mZHzVrTdZgBQd4k0DGqMCF3EkC46BKWMoEXUZosO/w96xv4wYvHjvh5lDmpIYBeiXzfSqzTYIOLbImbM9aQEQymLEtwP5hExLHqHOPs0mWNfI0NnKOJS3ZOs7AS80HDHgULYEAp+K9ZNdAwdYjjPM0jvmUNSnvjqyzGk71uUkvvEymtM7knmVeXrzfrPEm3KgP36rxGkssscQSSyyxxBJLLH1k9wBVwI4GqD01wZsq016MJ92S2fDOjeIcJTWAJQdQz2GAUpkoUxmYbIZZtPY3xXxUFROcSqKwQZ0rOID5Gj17mOYocM04YTqXh/KoYVLb4OxJOrhwOG+yqw5xYFE28Yt5U8aM/X4BE2ajfQhjU7SOsWWxwDccdeE/RHWyjfNYK6rEwohCFCjoNFEBFWYM3txDrgYXGsjKXIbAr2ZMn2ZhLLHKMb7JOK+TZZNxVmgwYlRqgXYhQTqzTTLRJRc02MpsMzLdYDBhnC59mK9xmme5wBFCAu7CePrNskmDEc7zPsJuQCMc6akdjwQNCqyReRmOzp7no8PPGlvbDnzj9x/mG8WH+e0HP21ALK/zg/wH3sd55vLHuJh/D1+a/yuQhMP5i4QE1DfydEnQYoj1hQnWC23SE9tcYYwLHKFMxTh3+kPgJXjkL32F+cOzVCuHHFO/ZMeyJGO/RaeTYG0rz2B6mywtVhinS4KAkBEaHOYieeoUWGP55CTrmQlzyCLvTNXOwbHo0mqQIyRgp2Zj9iZvGu/LmZtkTr1BsCdknBUG2SIkYJlJrjDGKmMm5FCg5nTerkNhtU/gDjOKtj9ncGq4OSJxTEuHX6ZMpRdCaHlj0tSRSTlVdFFhDs31vvu+xxRLPMgcL8/eD8/g7NTfleLH6NNxSj/opX1dXb/XS3PxLCPvPED9+911u+olNrz7jrr2/3fpe9/OVMds9WPSaZvAKW4v/nN+TEBtP+m17emyu8759rHaztFvt7YX9eOz+fXrtnvj9pSKYTkTTYqYUp7y0vSv5rRng/k5L+8TJVWfZ+d5WvX5nGdn/Mvqetazj31KXRe9+srefeU21xCNmRp4tpwFdd2JJhEqm+czvg1qnxOp0DOHOafn3IsnOpu5fTmL6nreSwvU9We9NeX9343Ysia9/tdVP/xdUk330ZvT2lfVzSn+fEg/G/Vyn7QH+qT1i9f5XxIH1Y/brKVfjMx3Gj+z3CdttU9av3au9UnrF68U+rfV/33S8nyftPN90vrFs+0nfqxxLaU+af5vpS/95vGrfdL6xRftN1f9YuT2m6uzt09q93uu3xx+q08a9I+D+k5jFn+9T9qhPmlGdg9QS7iNtoBV+Q2pDODUeG0s08eATwJPH4KlQzbw9wjwQy6cyRKOPS1C8eFXqLXvjQaire01lWn7OXBMah3MZuoaRr12L2bAdGxUuc7Si0WawfzvqNyD+UfRoudxl2yUfYSo11JwTnTETi9JFDyfOQSdUVtu1oyJMGoCvjUTLX2Sjb18FxCNpVlVz4REPRZrtWuZH11HHQOQha2W5yS9Ca9ulPnang8zywsc5xu0GKJFljuK17nRHiSV2WarPUi3E7DVTgPQag6xHu6ntnAvSyemuJg/3GMZv8zHSbNlwt9wjFe+dB93nLjOwbElXi7eD00DirdI859nZ1hmkjGukJlap13fC0W4o3idKZZokeUSBxmz/9i/zMe4uHa4B4RWuuM0whF2whH27/kGBep8a+kkVDMsTRzkuxzm8tenaZwYYTsxyMv/9xKT16usMM5+Vql+/pCZlyUcUP0shiHMtTiy5wLfx9e4wBFWGOcK+7nCfgPGrwc0awVSQYNsrsXGs0VTjqjVyiFDgd6hxE5ylFp7kEsTU4aNFQBbH7CHDgO0P7OX7p5mTz16kG1aDLFGnqtfv9uAxoqaS6kvVGtR1sYxYGYHZq2t7Fn77Dl6XrOrc4eoBodcTNhFXPxaMO+MvId2DV79yt1snhziPcMXuSO4zo3pYXc4EkssscQSSyyxxBJLLG9Ddg9QA/s3oz4CyDLYsCECUFMmpMqp69zIDDtGhwFzoF1W5QngzcE4K9QK90YdEjFgytOsLTgwJ6q8vVOzIXMa2inhwGkHF+N0wIHNAooZlTxDt45MklsBKEQ9BGe8Tw1YGKPnMEnGCVtf5yZR96n2BFf3UZIEGDfVR0QYZx+MasYb9X2FKOjVoBZohyO8uqdMmm32LTcZn3yd1xknm2v1OI12MwudBHdktk34GjB2lnOw0x7lqydOcWCiQp463+U9ACwxxYuvzRrb4tlB7iTs1T1Ei20GmWfWhKehQWHPGtXiXsjdZCRosJ9VXmec1bUxlvOTDLLNwuVZ45goNP1Yr+WhnYb2AAFvcBcrPZb4dcZZvj5p7G4LEywfbvG7fJLx4dcJCRihaQ9U7BgVzCd1wqgtb5FmkmUe5Ju8QcAqY9TJ02CE6lcO9eZsJzfKRsbGH61xq+22HDSEMvYZVifGuPrafgNOqzibUrtWtrcGyaZNeJ0EHbZJ8waBO+hYwqkjN1Wdeg3JgQy4dSuaB0v0Qtb01soMjkkOccxpmagH7zawAM3iPpr3j5BIdrkR8C724BtLLLHEEkssscQSy5+l7H4bKaBJmBUtU9hN7KgBP7NACW50Ehz4xCKNx0ZYPzPhvKOW6dnh9Wwwl+BbXz9pwGwRB7og6sW3hGOaAMPKCjVdgsIYfBoTU7RWssBYPApbEFi0bRQQEe4F9ho1swBngyfgWUBiaOsu289nbd+rto1LKu/P2r9PpKCSMoAjqfofDJg2tnFAUdRJA5yNqGY467a9AjBE1VjU06pqPOWZgKhqtoCXEKfiecyUceiRF0nSJUGXCmVenqzw8JVvML5/hX+S+XmaS/u4MU/PU/CNn04xfvhl9rPKlfvHqC5Zyn4uw2puPyN7nA3ri18/YfryaUjlNrm4ddjMTRO+O32YzeEsXRIMsk2CLq1u1vZ5gI1knu0DBpTtLIzyp52/yJ92/qJ1cqX6086YMSzDD/F7fJiv8SvT/z0swDe+87CZ73kzDtWFQ/zjR/8H7hpeYZJlRmjwmQf/N748+zHWSxM9xrCcf5VJlplkmTHrdGmZSS5uvId2/U5jV/y0GscAUuVr7MyPOudDSZsW2vnTTHqSXrgZFjFq8afhjtJ1EskuO3OjbDxb5P9b+Lvm2Yqd7yIOPOr3xAenFTXvFWBeqXEIaNbgtK0+OYwaYIhh3oUVlbVVi9bz6v1lds6OwrO4d+NdKb6KrVZ/Wbp92olSNOmcSqtHkyLql+d8dSdf3aairn0VS63S5au+adUkX01Hqyr7alG6j15bjr0veq+bpkPnABE1rqTfbj3GZS9N11nx0nx1K93nM9GktlLNnrvHe06po5Y81SetVjvnPfZp716/i3hqpLo5hWgS00rFOeOr0Sq1Ul81d7pP/TUv7TS3F91Hf20uqnXc9FRcT2i1Zb9Qb+OgNaXa3hrT4+GP6dPquvIH0bRQreMz3ntzxlPT0/Pqj39dqVEWPBVrLdPe+C8+rG78EEz9VAFjiSWWWGLRsnuAqhlEYYJEFAPXs3XrANUMrQn741pQzyWJMKe9DXeI2xhLuZJfQGqAU4PtMbfCfI6ZvYyAAlG/raeiZCV4zp1uo3vduc13wladuMmBgxe5XCpDLeNCuRTgjmPX2T+2Sm3pXgcCRIq2jQI6BWhO4/xLCdgQFUvpb0B0DgTcwpuz2/Jpe8/J34Ce06iCtW3YYpDvMcl5jjI5XGWbQcNOCrtXpWc32yFBlk2GaLk5DGG7nWZrzyABIQm6PVY3VbhGNtdiML3dWxOJZJct0qwy1mMJW027YQkkVMyWCe8iLHANdzAg8yL9acMkyxxaqTobZTnUEDBbhebSPl6fgiPDFxjndY5wgUqizNmpiR5I2yTLNmmybNIlwRXGWGaS9uJex0BWcKq7oXX8JeukpMYf3CFNAecZN4c7fJgx4DQ/tka3m2C9OurUdaXPHdxYSz0yBvovuIMJdqCWcvZbSZy6btLLK4BW3j1ZU6hn5eBE6mtDgxGndv9m704sscQSSyyxxBJLLLG8heweoGr1Qb1xTWIO1GXTXMIAzgXgLFx98u5bnbTUMSxLADwKP/LzTzDINr/59b/qnLYsYjbjwiou4DyNCsCSjfR8ydyfsJ+TOOdDx2weOc0N7PfP4tglAG5CswLNvGGCIar+Gtq/0r+T8CMH/x2nOMPqxH4uTUzxm5m/yt7p13go8RyP8yRHuMCP/tz/j8tfmXYgs45hbz8N/AIu/M003PG56zw09hw/yH/gTgvs/tpr/zs8mzHtLRC1BcaOfxXHzvrAVGZY2NQcLsyNBTepR68xnl9hiBZJugyR4Lf5FP+Wn6AyXKZOAb6YcYBQWLQq1ArjjE1cIc02e0+8ZkLPLMKN9iDbpDnO83RJ8OTDj7O2mmenPsrh/AvMMs/Kx8fZZhAw4KZCmZXVcW5Uh3vjf/Lwf2SSZQ5zkW3SvFR4wNhOnlN9q+NAX9308QgX4MvAX8Ax3x0cGdM05e8fvsJP8UWOcIFDC1WYgfljszTrxotw9UuHqE4fYvzwCpc4yKuUefnX7zen+I/aMs/QY255BvM+nDDjnDp9jZ32oJlD7PifgnsPf4dXnrnPvTs1TL9mjKfkq1+/26zPL9i2FnHv3FkcsMzhgKYAQw3ae+vbHsKEav6kvDLO3lQAqhyqSFkCSPVzMv6B+bPWLTgP0TX7/WFiiSWWWGKJJZZYYoll17J7gFrCbTxlk/o4MN2GJzJmM23Zw14+qybZA5RJHNBLuu+f57hh4GQzncGBqBPqXp6Rj2Z/2upvDWdbKoBK0oXJFFAgG3DAeIccidp9Svk+G1kz7e6QoMAa2wyyZ6pGPmEqWGU/WVpsMejKE4Bao6cm2xuPDsZT7hiM8zpr5AkJ2FMI2SgXnQpSQFQNUzPDAVE7RxlLfZ279bsgHzLIFq/bECxjrHKe93H18l388YGPsEbeMZBtVVcbqGdYmRg3bJ/ERW0DlRSX29N8+fDHAIyNJbCnXGPIqt1tM0iHhFWxHTGhZ8ZgNTnWCz/UYISQgAYjdElAoQ2ZjGMeIcokq7n5yx/7A1i2eZq23QU33nSgS4IEHROyZWaE8xylWQ+ic1aF5cOTrDLGK5eOuBi1gSqrSfQQwrbrcP4iAAvTH+jNWfHwKxSo84oc9Mj6tIcN7bm9Tv28rcr35y6p0jreRx9OoK5Dou9CTqVp5l3GtIZjgmXdBiqvsNOBjYsrDHtI7CQpllhiiSWWWGKJJZa3LbsHqLM7xmZSqQj+5Ef/Vz7Nb/MTP/dvuPrVu51NYAXnXTSDc67SxoW3KLiiq3/vkNkMz+I2/qeAKcOgBYRc+MkjLK9NsvP0qNus9zbALSAFzZTZHM/jGNgeCL0GbEJnx3gGrmXpOTBiCOM8adSpMxaIbsQz6roGzEH1HxyiWj7EvX/jOxSoczRt3G2HBHyN7+M5HuLK6lgUTDVbcC5rylrA2QU1TZlr9+cJeIMznGKOY4ykG7RmsuwsjDqVZREBMKEaNxENXoXdFuDRxDFcSRhjlS4JXvrOAxy670WOct7E15xL8fTSjzr7SClTDg8sOLnavtvZKeZsuWdNPf969qedg6djcHzieYZo9cKlAHyEM3RJMMQmmwzRyI/wh+1HYCHDpesHaQyPkKVFiyzFiRVqwb1RdfGAKINahX/F3+DC+BHjAT1JhKnWBxfhVkA3neQFZvkiP8Xc6jGYS7mxtuv9/PWjNJf2GSZbypoiCiArRFnHHJzmWWNTezxLmq1efNg0W3yjqOZQWMt5W05IlL2UNa8PHwSMVlU+Kau3Fqz9dWZAhYWyUsG9nwHRtV6y352x149j+j6PeU9lPXXsXId2/OeAesu8X3qtvpsk6dmSdbT9ZMnLq67P+QV13KVvy3fuirrx7UN9G1RdiW8fq9vW8dK0aYPn8l13w5/HOZ3Xa/evenmr6vqTnn2qttFrejaogbr/ae+xUI3/nDfec17ejrYD9GwCc+rZKe+5+Zfd9RNeCJiT6jrj1/ey94Uu2LNXPKau63iibGeTvg2qKsf/Ba9496FfrpJ5dX3WCwHzj9TaeMJ/UM+516fIEvPsQz/zA9F7va5+yQtjEaq58ZdtRYfn8O08dT8qXpr3HlXL6trrv67Un+NAXS95aXxDXfshPbx19K6RfqEt+oV88d8VLf3Cc7xVcG1/TWjx51mLv9B2W2efMh/9odunPdO6fRq/3ietX8iTfn2HW98JLf1CsPSzn+4XLqhfe/qN9x/0SSv1STvdJw0o+r4GlNT6rY1+YW/83zUt/cLz+D86Wvq0Jdnn/0in33j3C2sE0R82T2b6POb/f9Qy91Zhj/rLrgHqnuIaG8nAxCezLNGvX/4cZw58hKv/6m7nTTTEbdJzuO/PqhpLGMAqHQuJ2keW7XPn4Ozs95vvqrbMqvcJoQcwhcWq4RjcHlAbtZ9V+8UOZoOWwvzg3oR2BzopF2JE2CoBCk2i3k/nTT2vnLqPcOo1phJLrDBO9eIhyLW5I9nlxrPDru0d21YBfFVMvckBk7YIL734AP/2/p/gBWZZ3phku53mRjPrAL3Ur4GGZr40u5ZU+XJeHmHsMOFZRF6/Ps5zww/RfnqvASQCwoSJ7uDsYfX4dnCMooDuDFEPs2141erYJun27FdbZGmQ44L6oUtlttkpZuh0Er1QN6vsp/b8vS5kSp0oiy6bvAD+ZOPDrOwZj4K1Ns7uE7ijfJ0j6QvM8gIJOnyPSaNeLP3DPddc2uf6K+vjnB2DTgvCbNSGMzTjMGd3oa9cvK83hpnZdYI9oZsXkSbu8EbPo5QX4sCxsJuyPjOqLM2iCgjpvQd23QdEQaY8rw9ocvTU8nPlqzSDfe6wRQ5w9NrQ/02kDbHEEkssscQSSyyxxPI2ZNcANUiHJIpd1qcnzCFME/jVFJeb02bTH+LYoCaOkamCYThfwwDJUlRNVBhJcKq80xhAexYDkvxNdB2nbshNeqe4PkANVQcKNr2dxDGn4p1vwN6vQqd0q8qoVqPUAFXqmYd1Jtg6vMzK6rixQ0xmuAEOtPcA6oBj29gBrkHStqNq+vy7pR9mpzbqgIeAAgGYEAUwGS+t/Sb5fOat7Z5Zrzkvhc1agReTgWHOLAvaG1sBXzLOPkCUuQnV+FVwdo5tA4C32ml22oPcO3GJNFtsM0jInVS69zCY2CLNNunMFt3idbqdJNvdNK1E1tg4zuMca80RjfcZ0gNO7XN7WQj2urGTOVRrbf/YKmUqHHj1KlfuucLaWsGp6OaIjmcFp+I8Zet5ErP2eQ2YgGbWHQg0Tf4L3SN0OwnT7iqwCO3aXmpTqm2yxqQvgZofGX897gJQZR4lrwbVMi/y7miwGOAY4KRtl7xbAjwLOKBagPzwGs3cPvO8zhdyq+dgqT8GqLHEEkssscQSSyyxvE3ZNUA9yBLNxAiv3t9l5P4GwSfe4Fv/7qQBY8Lc1LCb1RbUs8qGMwtJqxYmm9Y6vXA0nLH3ZzGs1G/hgI5m/ATAykZdCsylHPMT0mM2DXhdN3nq+zFAVMCYgFRwTGrJgeqSretRW+7TuDiVUrcAhXnTppXD49xoD5rNewXHJAu7WAdoGSDTlHrzbjNfNGXvPD3qbAUFdAiYKRFV35U0ASQyNjqPHkPNxgU2vZaJ2DbekdnmRjll+l9TzwhTVsaxfAK2hW0ToCUAxoLTH/jEv2eFcV68/CAspQzzXL6PV8ptHpz4JiM0OJ54vsemHhm+QHbYqMA0GOEih9luDxqbZGlHgaiH4iJwEg4cX2TEqjpWZsq0mllj35sEcjsm7E8dwo2A5T2TkIQEXbK5lolhKmtJ1q8ed1kDMqclgENu/ATUlYEpSCS6BqBmVDkBUTA/jQOgJ2Hvz75mvSZn4GdwXos1c9r26oNb4+fKR+otAeWUO4CZ4VYP0zJnUl7StPHy89PmQKCq8pVwBzYlFIPfwLzzvDvlp737J0ruOvTS9KFB00uLqE15qrIR9UDfy7inVhlRefLzajUyX91GqXQFXlJVXfvzGNEuuBJNq3uqcDrvLepequCOp34Uqry/6qkfF9V1LZpEx1ebU+FCfPXnphq3HJ74qtK3qf+W5zxJqrnyD2zm1HXHn39dhv+FGpsZT/WuFL2NtHXGS/u0un7KUyn7JbWOblm3FXXtqcz586HlCU+ls6Dn1Vu3upyn/YK+ra77hXLx17t/r+p8zKv/aaVWXX3Ve66PmmCkPeU++WKJJZZYYuknu95CptmmyyYjNHpeVb9VOukYINnMdsCo0ZagnYqqDXZwLJT86GmmTwO6W1p404SUESavJztGLVfKkLLb8oUUtglkle2q6vqbsZABMAXFj75Clk1eWbrP2QZKsQGR/ne7CfOs3uBL9T2wrn4INUsn7WhiWFcZ0zdjRztEu6bHXqtcdtTzMhwhUbApgFYYucwAiWSXGwHOBlMzdFKmgJw3Y+h0nzNACcZZMU6QminHPttMjQljYzpCgy0G6ZIkS4uAkCFaDHEn3+YoiWSXVOmacaDUJrquMmY+7ihf5wgXGGQLgNZwljATsN7MckeuRX5szcQdbUMy2TXDtxdaDDGUbrGhx1vGTUCejLVmMpO4TaGAZGEYk7C2mjeHFv661nOlvwugnHiV/ESd14Nxmu19DvS01V8pT9omhwVv1nY7B0xjDoVk3KaBzA6EqVvXm5Qv7axx63rUZQfc2sdYYoklllhiiSWWWGJ5m7JrgCq2dN1ugsnEMiM0eO/D3+Kl0vvhZwbMBnYKC0DP02MkyzhbVAFXIRDuwC+nFAuF2/A2cZvoU/b5pQG3MRf1wzmABrSXjOpuXYyHdzCAdAeKY86GVdimEAgHzIlygAM4ZdyG/GfggfvP8j/wj8nS4r/7yf+XYf++kHIgz4IiPgt7p1/jWGKOudIx1p+dcIzVORzAyAAZa+MqrJcAC+m/3vgn1bMCkCpqHH1AIOBbfx/i1EblO3m2assq2+9rwDR0g4QbC8kvedo4cHoaCHbgrAI4AppEps39v/76T7t626rcEM5wCoD6Rp52OAJhihfbJyAH/5f7fp0RGtzNMo30CG+kA2qi/iz9lPGcgfJYhYCQo5wnS4vn+BDrixNwDm4kh7kaDPcOGT45/BTv5wX+2fB/T508x/gmTxcnDWALbD+WbF+nbZuFcezAw//4GbK0+IPKX3Z2q/8IPnH/b/Kl3/8r8Czc+KVhN34yLrKGhUF9CsdoL8K3vnqS1IwNTyPjyk3j6EhYahlHAcVyaFDFOaoSdjnAMM8zcMfJ6wSFkMHEFl3boMSBDuFGQLuy14Fvmf9n7fNljDaBnU+qNq1jv6ujGNb9znFVLLHEEkssscQSSyyxvA3ZNUBdWzWqsTc6CRoTObokOMglEge7LJQ/4FRQp4CFDwF5B9JkUy/AJMQwacK+CcuqW6MZIh+4ZVT+zgg9L74Rsao+RdxmXdgeATfTGKAgG30BgRaYNRjhCvsJCEmzRSq3yU6QciC2ZMpPFa8xkmgwyDbZRIv1HI5Vant9l/bkVH3Sfw3wdF9F3oyplHvNZHa8dA2CIeoQx18BHRPDtDcePWZVPZt016ncJjuFlAM2Atp7bDoOIEv/5XnLwFYvTUGyA52kOTgI6Y2xhJdZZYwtBtnupqMsuWZ3bRu7GCY7QZeAN7ga7IdkxrXNHnAUrG7rC8zSJWnUgpNdtzY1wy3zJ4x5Expav0/WRGja3Bv3RTV+mp0U5reDUxnuYADxGdipq1i8AWZcMt5z0sai10adLnlKQBnGx1YYZ4UcDZaZZJMsW6RdXXpcI4cfN6EwEFUR12tHDp6a0NNWiCWWWGKJJZZYYokllrcpuwaoNxaGe2Cr8pl7OJ74Bqd5lkG2+Nuf+6JhT2oYFULybpMrm+cApw5ZxTGBSQyTKWAosM+cwdh2hjiHPBBVKy1i7DmT93hMZMowPhZAkrF1FO1f6XVAlKmcw4GpeXh54X7+yY//PHnqVLr3sNMcijJYn4S9M68xmNhikC0bKqUFs3D/4XMc5iIX7jtCnTy179xrHergxqaMs6tFjYmoagqrm7Rj66tvCpjwgaYGqJpt1QCthAOpgrNkrqqpKPBrqvoz6pkQdjJDpo11+wlkXug5CmLqJo8dfJK0Vbv9+uGHqL14rwE9zQF4YsDYEZ8kqnKcgSUOsk2ay78z7Q4YKjg14bYdPwtOjcOlgDXydEnwPs4zMtHgW1MnobTDew+cp0yF/aySo8EK43zptR9m38QVHudJ6CRM+SdtuQIeLWtKCQMia/Ct3z/pWNbQtuUL8Efzj5nGFGx/aEEl69a4zKmAvQoOxD5tPzLGs3ZMl3Csu8LFFDDMZoh5X2Su5T0RAHsCive9wlHO8yBzjLPC7/FDLDPJwuVZW24b6hnnFErWUQ5SQYMdRsx81XC2s7LG9IcKNI+8e9V9H/Xul9T1GS+tqW37/JALOs0/YNMvtP9c1bvXIRn8crTdnWcfWlJ5S95juk91Ly3yq+HZAFa8Omr6xnfV388FvRqbumcf2VHtDv3n/LHq9Em74C7nfNf9+91l4CVNq+tb1rhnL3taXVe8rIv6xrN5zTnHdbest6eVnaU/b21uL4ve/TP6xhub5nl1c9x7ULU14yUV1XX1g17iUvQ2UNf1qWhagdtL8P3uOvy2l6hDPnjrJue9G593l3/p574USfrD1x5xN5/0bE7nvqluHvTq16E6znhpn+JdKb918vZpn+4XLuSd/kC8VeiKfuFC+tiW9w0l0i98R5/DWP9fdUT8/9Va+oV86Re65K3Gpl/Yn379P3r7pOSh26d1+s3F1/uk+f/YtPQLa9MvHA79tbpqfdLecXiefhDrW++szI5vE6/F/yevpd/80j+UzCf7pP3CWp/EK33S3jrs1q4BKtNtaJpfo0SiS4shnuc4LYaiap/C3si9gKcpzI/Xo21YzLh4j02VRwOvDGqDj9moF2w5IdGNyTyeDSwOoAb2uUftixKmIHeTO3LGmUYi2WUsv0qCLt2HE6yujZmYo7aOy1+Z5rKUK2DPMlJ7pmtMJcyPboIuXRKk2eaO4DoBIQEhR7hAnTxrxQI77VEDfGr2I6BHM116RjRYlTEOcMBUM5QapOoyQ5VHntci+YQBm4LS8ZepXi4boDqPY8YENM3YeSi12VMIGUq32Cxn2QiKrn4BbTm4I9ciQYcOCTbJ9lRLaVsHIiUzR5np9Z6Kb6p0jZGgwevXx+l0EnBsh1whZP/wFV7p3GeBr217ASjCvsPfI0GXZSYpY1R938sF8qyx9qECASGTLFvPwWnuZhmAAxMm7wgNw+LWMWtTz0UNB55l3JeI2pLWcA62Cmpe2lmnli5MeV3NSUmVIe+QzKesazlQ0PMmZXTUR54LcIcFM3BH4Tp32jU5zgqTLJtYtFuTxmlVEghSboNbxqnyZjBepeVQoK7GQQBxEhP6p0LUfjWWWGKJJZZYYokllljehuwaoL534gJvEFBr30uaLZqM8Mfdj7A+PxEFL7L5FoAqAGgWmG3z1ya+wIWJI8zNHmPnzKhzCCSt0WqbAlCTmJPoaSh9yIKnhRTM7BiPs780HLWba9rrIj3G6mcO/BJ1Cvxe8QcJ0iF56lZ9NMn7eYG7WOEY3+S5/EP82sxPsbNo7Rx/xfZnBuedNTBlH0lf4CjnaZFlm0Hq5EnQJT+2RoE6+1ntAYFL+SnWMls0CwEspgyb2iTKlkp//Y0/OPBSwIFJDUr0+KPGPlD38rzUG6rnZd6KOzzCV5g7cIxLhYM0n9jnALW08QQwu0NxYoU7CSlToZtOEN4XWC+8I1xuT5uyCzASmFPLbdKsMsbmdXs6JCB7xtR7eM93ae0ZIjxwJ4e5yAgN/mDxLwPwwQe/yn6uUOZVvji9n+bCPsNkWNCWKl/jCBdY4S6W1qY4kr/AOCsc53m2SZOgS4IOIzSpUCYk4D18lxEaHOU8abYsQLUM4SIuXFIHxyjK4UASdzAi4LKzBpW8Y8aF8RVNAgGPet4D3KFLRc2jHDLIwcQUt4I+OeDQBxZSpgXtwgTnx9bIs8YYq0xxiUmWWWWMjfmiWYsaKAO5qasEwyHVyiHnuCvEgVRZOx3cYcFpOybzSg0+llhiiSWWWGKJJZZY3obsGqAe5BLLTFJr3kv1xUNUC5MmPImAU3BqjiEOmMpmvgipzDYAg2wzEjRYL4+atDn7jFaHkA33SXob7UxxnSFaHDhwia0DgxzneQJCfv2zf8tsss/hNvCyeZ8Gkjd5g4Ar7GdjochGWOSypGeAH4GLHObfbv0EG5WiY3erOBVaAXyhLT8DK4wzyDYr3EWDEWqXJ8kVQu4aXqFDgpCAKS4xyBaTLBMMh4TDAY3SCI1jIyacTA3DPOWAwk2oDRgwsIRzvCPj0STKaAogEdHqlsJea0CjgYzkTarvMkA7xQrjZGlRHq6w8LMFqA4YbSWpb8rYnoYbAd09SWaZB2CLNHUKLK9Omr4EAxQPv0KBNbZJExKwwjjN+X0GAJ7eoXSgwg/ye7QYYp73c2l1ihvnhtl+dJDx9AoENyHZMcCfOof5Lj84/Htc+MkjhAQ9u9QgEZKlxRSXmMpfokWWOY7xgtE5Z5MsQ7TIskmCLvtZ7akDX+IgASEP8k3uCK5zozTsPNees+NykiioF/DVwdlZL1i1vArOOdgpm3bCzucSDuCdwDm2kvdG5t7XPDim6pP8Mm/n1BqR+Z4GZiD1GcNEd7sJBhNb5FnjT/gwm2TJ0uLA8UXGjq/SIssqY1x98W5YgOa5fTST+8w7UIDUyWvu0GYad4BUxxziCGNcBhYOOZX+d6ME3n2orqe9tDmtGpaPpn1GXfuaOfq+6avQeCqHZXVf8cOV6JA0XjlapakaTYqGIPHSIgcPnkrVueht5Nmipyqq1UHnfRU6rf7j9SlSfz/VO4iq3Pp5lfpZ209TKq6hN96/qK798DAlLwSQnseKHwJHizeOTZU356kQarXxX/Inzmtr5PfBU4ddVGp7U97aXHrJXRejSdSUGnfJSyur6zmvTL+Pev35IVn0e+QfdAXq+tn3RdN0MRlPhfKEV84Zd/mHj30imva0up7z3ymtfuer2+m0CWKJJZZYYnlnsustZEBISOA27vMZZ8OpVQ9lAy0ASQBsBhJJo+YJGGdCRYv+zuHsFf3WlYEp2Dv1GtlEizTb3EnIINsc4SUC3qB43yvUmvc6r6IZHFieAjoDNBmhTt5sxBbtJwMEsHL6LrqdJDu/NeqAX8X2UzOU4BwBtWHtep7B4S0DqurDsAjNmX2kD1fYJEvInXRJkKTbi8vZJcFIogF5WJj+gLUzvUmm8AaTe5Z5vThOk30u5I6eIQFIGoRKugadGqj46ZqF63hpGeliwCDb5FnjgYNfZ+1ggcudaTc2BTOX7abZOCX2GHYybe1wb4TDpArXyOZajLNC1to9bDFIYyNnxnUJ7nhsm3FW+Bi/z+uMM8/7uRGacdyYLjJ4eBsyW2RyLRJ0SbNNnjpHuMAIjR4T2kiMMEKDLC1yNLiTkG9zlCuMscoYCTqMcaUXuibPGiM06JJgi0FWu2N0EnZd5lo0C8Nurhdwdp4a7GuQGti/AlSb9j6H8xR9cscw53XcOi/i7HX1/FWIMrBl4MRNw+4KYxniwh5JfmmHPRBiCo7kL5Cgw3evH6Y7nCRBl+9ymGUmydIizxoP8RxX2M8LzHI1uMvY+IlmQ9v0fzy/wuXCqAOmVjOBqmq/tKHErerqscQSSyyxxBJLLLHEsgvZ9RbyOR5ibcs6P1rCMHllrIdRonaPZcymtYLbqGYgmewaQEGOxtYIxYkVuhNJrs7f7ZggUXct2mcXgDqsl/NkJ1pMsswK47zKPZx98fvNBlkAbhHHRNnnWACm4IV//n6W1yYNiMW2+5RJC/YY+8P039lmaeMg7Wf23srEyka8Rg98N0v7WJ5NGHAqqqrJmyxcOsZCZotUZpvf5lN0Owa09VQkBUBahvSDB/+E/RZAbQ+nadb3OXAQEGWrKkTZ0aYrpwfMBViH3Apwpf1yqGDBtqiGpgrXGGcFgA4J0myRZZPuRxMk6DLIFq9fH6dZK3BHrsV2O80Ti38dSm0enjjDCA32Hf4e46wwQoMAw2zuZ9Vc79nkbOb7oQI3asOsjo0xz/tpkWWMVT54+KvUf65A1yrl3jtxiTTGCdUaec7wESqUWWWMKZa4ixU2yZKgS5aW9bw8Zqc4ZKU7TqOZ40p7jMmx5R5z2mCEBF06JFg/N0FrZoj0ni0mh5d56eQ+x2AX7dgHOBVpAZnzRMPmTGGY1hO4Aw05oEl2AWvjeVqt7wD23f89Ey/17LAxRn8cZ5P/2E0OHLzIp/ht1sizzCSDbLPNIH8YfsK0oY5TAxZwbEFkmi3eIKD51D6+euxR1g7nGaHBEC2O8U0SdHmeD1LhHl755n3OhlSrModw+dJhx3jI+v2izfcYxs712HVuPDPs1mOBWGKJJZZYYoklllhieVuya4AqoTsi4EgYn5BbHSOF3MLydToJGowYm8Bkl+1umu32YJTVk82+sIcCtmoZ6rk8a3vyrLKfq9+526joLOIc2pRwqrAhDlwCr1y8z6lWCutrAfXmVpZ0epsxrpDObNP2WUYBk9JXAR1VaBf2KjvSHeNkpzNAKrNNNtdiozpmPJ9q1kuXHRiV5zRbJOi6MdAM6JvNkqjm6ja2vQ9EnSfJ2Ogy5Hkr3U6CLdIk7JeJHlQ04PROQtYyBcPmYcIOGfvUDOmJLbK0Ip9tBgGsc6SEa1NgLrcYZJX9bJOmRZYhNinzKlcY64WYMQq+SRqM0CHBCuOsdMcpJ14lSdd4ToZIzV0Svbq7nSQ3mlm2xgbpkqRF0tY7ZvK0Ybudhj1mLiK2z00cONXjlsE5DJK8FiRmTqwbRr49CJXMrfM3BZnZddr1OyGzxT28SnasxeXStH1/bMzTDhw6+G2OYGydr7CfIVok6ZrQMFO4dSVjOmvKZ8rcrzLG2vW8aWsFlsuTHEwvsZ9VDnORLQZ5ik9y5fr+qPp3EeckqYNRPZd1L/kkbRYoGTvXq5nh2PY0llhiiSWWWGKJJZZ3LLsGqLO8QCM9wqWHp7hcnHZAFPqHO1HgqF3by6U9UyY+ZSLkla/cZ+xPl3COjYQlFNOaEj0w0w728o3ywwaULuBUHAU8igiTKgxjDcPyBERtZs4C80addKNQZHl6khvnho39ibBIIVFgJ+Ckg2FjFzCMWQFopwwDmV/hh/ldZpnnawc/zEUOc/ar3+9YNw3y21ChbGJngrHfDImqUoJTCxVWSquY6nkQdUv5m/Q+4FjWwJYvjFcHbiwO87Xgw0ymlwkIGWSLBjkuPz8NhZvce/ACjXAE2gacpjLb7ByD0sQy7+EiFe6hjmFAW2SZ23iQ7XaaoBCy3R6kWQ/M/HzOeEFOs02Fe1gjz59e+giHDn6bY3yTNQpsMWjC0SRh874sIzQYocGF1SPcWBjmux89zCbLlKmwyn6e40OMsco4K7xqxzSR6JLNtWh0ErbrJgRNgxFeZ9yonBcMuHqDwITCKQMnrJ3XMymnFZDZIZXbNIx4JwHHMmYcfwun4nriJo/v+R2ytNhikH+b/Amj8pzZZieXgSLc//A5HuErfGXPI2wzyAd5nk2yvHp8iWUmqazdA8eMc6n/ln9BmVe5hwpbpHmQES7wXircw/0fOsfFmffQ/uW9PadIP/KJJ/gxfoPf4MeY4xiX/9m08/ZbhY3FIsH9cxzlPJ/a+m3q6Tx/+9KvQbLDoQ+9yMtfvx+W4OTf/Y8cZIlf/+2/1VPJ7rGiczimNWffqembHOYiVwt337o+323yi979grr2/6MWlB2eHy7lCW0j57vj16EElrw0r5KKtsN72curwyp4IQYiIQD+VjTtt3Tb/DJ1e7x2f/GUl1fb5Hl2nkU1Nsc8+8Q5XacXOqGt8/phE3x73c3bXEN0HD3bzUhbPdtRbRPa9mxOO9z+/qRnS3pWl+uNTVL18SmvzEg/Xosmnfb6cVZdlzx7zSZ9RM3brJf0zMjty9BL44SXlvRsQvWh31lvbPS4zXjlzKnrY17atLouemmL3v0z7jL1RHT8dz6vxv+nvTk+q+yj69Ek6mr821X+XMjP9kvc3y+xj/SzLX+pTxr0t/19rU9aP3mL8CW3kwU/DJKWqT5p5T5p/dZVv9A10D8+eb9wKf4/Np3Urz395rFfCJp+z/Ub09U+acBin5A4fUPw9Gtrv/73q69fH/u15a3m+J20BVjo08eFfu3p9278l9l57frp73KYjgUdPbVSeVpYTinRVyuFnsOhy7kydBLQtiFMllxahKEUJifAMakhzotojSibKSDNVy2Udgko1GCtbD6HHnmRNNsmXmn5XvODXLHt0vUKSyZtE0AoaWWzIw+3AjppoxIb2oAzkVAkgW2j3cBXL5cJCwGdToIb1eFo2JgkTl1X6pPx1em6r/qgQNopzJe0Qw4U9CbBjv9GLQ9FCNMBIzR4g8Cqdw4QlgMSyQ7d4nUSyS6JZIfxCRO2ZIwrLDPJ2laeRnqEBB2CPSHdPUk2rw/RamahmYLMTe4otOh2EjSSI1xMvIeQO6E6wJXSGCvp8R77Ke2qXi6zt3SFIBEyObbMWi7PEK2eM6qQO7l6+S66pQTdRIK1boFWc4hksosWYWS3SNv7JNRhbTVPOGa8EJux7RpQWU712rCnvMbR9HlaDLFJlovJw9zIDBv7VDuu+w4uE/AGWTbZZpDyWIUruf00q/t667rFEC2GSNBhEBixL0mXJNuk6XYSjAQNsokWczxIhTKXWGaQLdJs02CEQbYYZ4XGnhFeye2FEhw4vshDPMcp/pgneZxwK3DrJqDnjff8/e8jzTYr6XHWyMPSAGRSXCmO9d65o5znMBf59QAXPkfWm34vclgb2AHmCg86DYE+v2exxBJLLLHEEkssscRyO9k1QH3p9x+wbMlNwxjM24QO7mRyFgcWBSSF6hNgPP9WiXqqDXkTBz/Wc15oTy8FxOoTyxDnCCnAxW4UgCeqxuDChTRV+qM7fPDAc/zv/FW2SPMP+R9Zvv8KyzOTrD85YU6f57DgbA06QyampTwvQG/JlL330TXWa3k25kepfPQe7qFiWKxLhx1ruWDbK20LgWdTNDP7nM1fRrVXxrCKY3QFbJeIqlx2iIJbGSO8uZAxD2ya5BewXUmxsVhko1M0Y9qmx5it5ybYM1Xjnj0Vlq9PAnCc55lkmYMsMc8sGwvFnnr1wx9/hiwtnks+ZFjHEFLTDcbyq6ysjtOs7mO9OtGreyNZ5PmZD1LYs0aabchZz8bPpFg/OcHgfec5xR8zNnyFCxyhwQgrjFOhDPMp1pcmWA8m3DrI7fTAJmCVlZMk6JBnzQDSebjRGeb1R8bNYUIHc4gCpI5dY6c5BIspxu9f4XN8gRUssBuDN8YC7rm/QkjA0toUR/k2YzY4cZcEx3meS8MH+cbiw70xef36OBeGj7BNmiwtCtTZZpAr7CfcCrjRzDI0ZmLz/vpX/5ZpT/kmpYNLHOU8B1miwBpla6j6SnAfHGvzt/mXfJZfY+8X27Q+O2RCyOg1ZdV8r1bv5g+m7uaRj3/FqF1bRmKjXjR5p+Ej/DFHOW/W2BLO3lZrFdRwByTnMLbbwthoNfNYYoklllhiiSWWWGLZpeyef522XkTbA0Z15hSOtRQ1mzLOzlJvjCHqTKaNAVnTuI2uBqdNIDlwKxur2dEkURAn5WpWURjLDlGAKszhUoql0hT/LvHjbDLEsxsfNZ5pLZCiY/sWYkKI+CqzU7YPBaAEI4kGiYkuYSbgPEdZZpJwKzAeej+1zMsnD5vK26qtbZxzqCQu1qqIjFtHfeS7HM5xj/S/B/BxjC9qnEQVVX+vr+UjgLhMFPA2Yas9yFY6TTMcgU6C1eGxnkfcNwjYM1Nj4+kiVGGNfI8N3VMIGZposbmVpb6R50Z7MNqGkvm73U6ztceAt+LBV7mSGzMOhGpw5b79vJ8XOMp55pnlCvutKvI2lEw81PG8cdCUoEvXMqzVbx6i1h4kPbFtbFS7CUhgbG3teORomHI6QD3FTjPlANkcvPFIYMIFEdJghC/zMdbWClzpjBEUQo7l5+iS5DkeIkvL2u1uk6PhnC1Nw0PDz/FBnueL/BTLW5P8cfojrHAXL33THgLl2tS+c2+E5d5TMqorJrTRFg1GeI6HeP36OEybsV1mkv+Fv0Pw2ZCvbDxi3sOCLWPKlTXzof/MUc5TJ28A+Wfb0MxA0h4GhPAFPsddrETj7wZEtRzku5P0HD71HEgFRNn5d5Oc9e4fU9dzXtqiVkeqeInr6tpXPdP/+Ma8tCve/R+oa08dNqIq5Ku+jd0mn1+/rxqk7qe9JP9+Xl1/0g87ouQp/ws1NtNe/Vozbs4bm9C779zmGqKaNv5arXxG3Xhqw02lJvdW/V9Q17cc2Gh1O68O3dZZ77FntUrZyWiaX0fpNtcQ7bNXDH//wTfP5zcu4yU9rq6rXtoz3v2baVqJnOtTjj6k9ncwevwX6C+fd5c7P+upqZXVdc17Tqsx++Md6Gt/wGOJJZZYYtmt7BqgFg++SvP6CM2lfS48RrDDHZntHtDIBA3a5yyLIgym/LjJj4yoGwY4Ryw5bo3PKc8LeBUJuNWmsqqe0z3qqOetemVvw50DlmA9mODJB3+EBiO0n97rPAgL0zpLFDjL9wJQZ4AC3FG43rORDPJv8PKl93G5MgDTbYoTK/wQv8fFie/y9OM/an44F3AgeE6NwzRmI6HHoqnuk6o9MrYl1W+dT8pMqnIgCu6lnI73fM1+HsU4f0o6VdftdprWniEIM9CBKwf20yDHMpN0SDCZXmajXYQKJrQPxvlSfniNw1zk2+mjJt5sUsWXy8CemRqtZpad5hDbW4Ok00aNlTFMGKE61CkQEHKYi7TI9u6ztLijdJ1y/lWOcIGAkDTbhARUKFOtHoJ2htXcfpLJLolkF/HZJOvBgNqOU6kG5whpDprXRxgfXunZ1wLs1EZhEdaPDXLkwO9ykcM83z1OkDCeoY9y3oTZCYBcm73FNWaZ5/3M8y+2RthYKPLc7EOsV8aNTfMxSM1us7OQMXWfhlTxGvn0Gl3rICpBh5A7jb1oHTjWZiTdoMI9PMUPU33xkIstHNADxpniOuN7XudzfIEP8zV+jc+yzCQPT5yhQY4Vxql1zDj/4Tc/4dj5wL4TsjbkezkwEoBq3ymqvLsBaiyxxBJLLLHEEkssf2aya4D6cb5MYrjL4P1bXGKK8xzthRH5e/xzOiT4JX6Wb00fh1LK2YpqVVNh+ALMxraGY6g0WCoQBYUacGl2UINaqUNAsbCMFUm/hjECT7n6nwLOwcuP3e9UdkPMBnsGEw7kKZzTItmEC3A8i1FvnoUbuWEWgg/A9E3ee/AFSHaAFKnMNtvdNE8mHmd1Y78paxY4beNi1mwdVv2yFy5ETqZDHFjSbKlmU2Wc25hxr+KAaQHHTmomtIPz9jpz06hSnzFt23v6NdbrE9CB0uGXGaLFyzP3Q8Hct7pZmtdHyJWvkkh2qVOgsZGjvbgXijvsKa716q69Ns5mIUunk+h5A86yyR3BdRN6J7PDA488T5ZN4wApfYTL1WmCAyF56nz3+mHjWOlRKH7oFT7NbzPINs9znARdCtQZosUg2xwdO0+aLULu7DmdqnCP81DbhnYzSy5oMJjeZsv6T6YAdxSvUxAWQ6uuymn5KWjWCnz+4C8QEJKgy0tff8AxREsp/vjAR2gxRLeTYDmcpNtJcDHzHtrVvfAE0Myw3pngfz71D81BhD2kWD8zEbFP3smNukOZZ2EnOcormft6a/vqsf3sm7ji1v98huqZQ1QXD0Vts5MYDQC7LtqZvbyS2cuXf/xjtMjyxes/ZQ6cgh2op8xalvcmMHXljl1lMLNN4hNdrr54t1nz5ejaSs1cYyy/ynu4yDf+/nGap/b9l9rGxxJLLLHEEkssscTy51R2vY3Ms8YgWxRYI+ROBtnuAdQHmWObtLEZlFJFFdAHqCEOXFW41QOvACvZKAvrp8GViOSROjUbGFF3bWFQ2ygwYcK+5FT9ZRwzK2VN73DgwCUun5k2jwpgFCALDmAHqt2ZARoHR4wTKAucu50El5emI6q5e0tXWG9OuD5LuRp0J4myVsJ8itRUumZb9ZhoFSwB2ZK/YD65Yp0mBcgNQABjiVXWc6ZtQ7S4kxCKN8kV64yzwkpinFZniGBPSJIu4fXAhExZBDopWrms85jcSbDVHjSsJR0LUjskkl1uACS73EOFHA2SdFnG2LUO2virzXpgHCuV20xxiSNcYJUxY3Nq22fW3TYJOtbR0CBb5NgmzcrGXbRre5WDqAydnPGe2ZUJz0E2pzxqavU6AXploD3An/B9jLFKlpYBrzV6jPsrrx0kldkmndlipz4KTWg3h53NtRza1OzYyGFDFdc+Oaio42yC9dzlgCDD1c5dUZX5KkYtTsrBm+u6WyOv/niZMmWa52y810LKvJeLRA+Ckje5a9ioSxdY47mpIZpz+9x6t590ZosRGozzOgeHL3HxWIL20t638BIaSyyxxBJLLLHEEksst8quAeqTPE6LIWqXJ6FmGNK10zUm08v8JP+GNfK89DuWUTqDY3Fkk7yE2/jX7fchGGdIm0DKqJE2sU6Xduz3tolta6+Tw6kI9wDaNauWOWrL3IFcStkYZSF3xAE2YR5LONVFYWo/1+bzE/+TAWXA3//ML7JzdtRt3gMMgKjgwMACzs7vWag+c8iqQMPO1AgbzSEDHgRAPw3rtQkH1gMcKJjGsLcCfqdUHlGplFkTNc4SDvCL+rUPbOv22c+oebAq0UPDm+w/eIHtfzrYYyOpmn4tb0yS3NPlgYNfJ81272CilcuStIzo0PAmzWTHrIspGM+vMPbICwyxyRX20yFBki551hihwTZpoxqbuUkqs80ykwSE7OcKedYo3f8ykywzQoNUbpOdtlEvDgg5ynn+mI/w5NrjlPOvcqcNhQPGKVGWTRJ0eJ7jZq02U45VDk2f2/W9tAt7CQ8b8JWZXScYDjnPUQNaj2FikXYGonMLXH3xbq5m7jbqyW071p9sGxvOsxl2Shl2ijfNe1DHHdaU1Rw17WcG5yxL1v0izgZYnith7ByrGAazjtFSsOth3498j4A3GP+516lQ5vJrZTibMfmKOKdbc8AzUFm7h5X8d01d86pNNXqHFpwwBxc/zFMMssUyk+SGGzQ7+xyInTNtbCb38dLJfeSPr3Fx4z1Gzf/dzKBmvPun+6RFQrR0vDRt9znC7sXPW1LXXkiUiJ3jtJemQmL47daHhv5jdXW96Ln1X/TallT1/7LfNh3WwLerVTaoRS9pZpdt8++XvDTdR3+96nIXPdtZrbruP7fo3c+qa//ARj/bSd0+ze9/xEDSG9OmF0YiUNdnvLzTKq9fh35u3kvLKXvNqpem3wW/v5Wb3hd6zitemrKlrvo20LpSz3b7iQfc9WlvTJ/17Hx1mKOnvCpm1fXTXtqj6vqMlxZZf/3exXeR+GsgIr5NvJbLfdLeaVgL6B8u5VSftH7hSw70SWv0Sesn/j8kLf3Cpfi/I1r6hUOB/mPTL229T1o/6bcR6Bcu5Z2GWXmrd6xfuf3War/+9wtd1G+u+rWl336gX3iafuPdb37hljBgWjr91lW/+Xhfn7S3ll1vI5fXJtkJR2BxoBd2YiNTZGPK/pOvp1x8xBDH5PlquBC18WMAM1Ed9SMtP2RJ9eAOkIo6CeptMHQ3bgLr0ByLbrraqjhpU4izf+2pviZo2hiZDUbYWRw1/4Cr6vmQKLsroPAkjvU6BXumaiSSXRrhCDsd5XBHWLTQllfCgd8izjFRiLP3q6iuCuNaVPcddS/91WOuhyhDhJFN0CHNFmMYz7FAjxHudsyDov7asYabiYTJ1yXBCA0aQY52wcTjHGOVgJAhWsYJj3WS1LX86RaD1j5ygB1rv9whYeHvIB3MHEjIFZmXkIAlprjEQXYWR2l8aMTYd2LY0JCAPGvkqRugGaai60TmTsbiMEZNeM8aQ7SM86SeYaqVAMUo4sB+e6A3jnsKIY3kiAk5kwQyW5DJRD0sy5jL2Aa4tSgia1s+EA0JBFGW3K4DM3dXOMq3jVOoQsDGbBHasO/+77G9NWg8+hbpxSZc4S7XHzkMCb22YJjsJF2jCi1tlzEN1XNFCI9bJj3EaRTEEkssscQSSyyxxBLL25BdbyF3zo1GVQmfxdjVBSnHDs1zq7OdOpiTxCEMGAXjsfA14H3WXvSazTzi8iRThgUNWxgAa9F/G2ivYoI1P4A5Tcs6gFcfoHfCUB+hh+47Fds2QRubsPg+xxoVMSzZuRS/XPkH8Fs4tqoJNC1ALquRE0b0Z2HPyRr/TfrfsEmWkICf4Z9zcuVb/F/H/xlfy38fL5ZOmPF5Guf9NCQax7UAzMDMff+Zxn0jtMiyeX2IZmWf84CYxHn6TaoykhjmT2a0jrNf1aB8nh6gznxmnck9y2yTJkGXSZYZZJssLc7Ofn/kUHuSZVpkrZOeLmm22CJNmi2mWKKwp843Tj/EzIF5HuSbJh6qcpNZp0CHBINsU3tt3HkJbmcIJowX3pCAVcaoXbqHWnLSzpvtUDPFc6sPsTR2kNpX74U5qJUmSR7oMs4KIQFzq8f48NjXuIeKcXakD0gEWMnBQA0SH+pQoG7yWml0Rywzb9ehsDU1O2bldWNru2jHuwgj6QaDY9tcPZYgFzQYGt40KrihPbSR+gWYzmBO6Odxhx3gbK/bRFXORUQDQK+XALbs/E1xifO8j43qGH/h8B9xhAv8LL/EC+lZfqz+FHecus7pTz3LtznKty4fd+/t0zhQ3KbnibfVzNIcHqFDgkscZLubNu+IHEQJOD1r2lb5ZBmqA06dOAaoscQSSyyxxBJLLLG8Tdn9FnLe/u3gPJuKLKo02WBHVMayOJWFIRxFfdPYg5LC0cQtYB06oxAOYdQnduwzo0DeNnsk2nxRpQSbP2nLXLdlKnXhnhqEVeOUr0PV7hCnFgqmrAIupA44AFeFjaUil+6b6qmqhgS8PF7iuxzm0vWDZlO/RMQWsGd/myHiybhLwoLFLS4MH6GZKUBmwHlMDYDgJlQGok6SkqqsEAdOwamlFejZP7abWa5kxkzYmD2D1MlzJ8b7rJSz0zahYy5wxLKfaVpk6ZAgXAsAKOcrxilRNUWlUCY/vMYV9tMiywgNw45uDZJNb3KUb3Nh4ghXk3f3xnfpwSnSNnRKY2sEMlsmJE26ZZjRtYCdp0a5kRmmlrvXgdtKimpykvdMXAQgkeyyzSANRgyYkgMVmUsZIwvQt21fxrjSs3ldTexnfWo/VFJO7Rv7N9jh/Xvm+dOZv2jKLpjvWt0sjXAEKhmapQSJZNd4t84lIWmBrrwXmv0v2HmR/kh9ei3LIYQcOLTVfdE8c/XFu6nc32KVMTbtQc6FrSOspscIMOFn6Bg724CQ0/wnOAC/kfkxbjSHb/UUDbAIN0rDLD8yyRZpXlh7PztLo+5dL6j1dgIoG0BLBaMWLes0llhiiSWWWGKJJZZY3obsHqCewWxGy9i4YFVolswGe8HmEVtIUU8UxqiJYTB7TOiQrbqBAZpiU9DBAMqXVMVjNu8Vm9d64qVMD9RqtdaeenDKJlRVvTtE3QATZXrqOFvPnsqjtSPJZI1d0idxAPNZ+8y8uX9u6iFm0/Mc5iKXmKLCPTy/dZzms/tcXmFk6zhgKZt9C162SHOQJSZZ5nXGqWW2IJeBaTj00ReNl9qNHO3OXge+wMWmLOIOEQo40BrgnPMUdqCWYaNahCTUCiOMHDCOiu5ixYSWyaWgnWZtrUCtPU4m12Jkj0wu7FQMq772oTyr3TFYgGZ7H8/NPsROcwg6Se49eIEEHRrhCMFYyEc4wzc4buw4K2YsX5m5z41/EXKlqxxMLxEQ0iXJxfx7qD0zGlWpDjDrrp1heyJNlwSJZIctDNBuhCPO8U8dF/pE+j99k5Zlu2eZtw6/3qDFEJsHsrxUf8DZkNr53lNc4xRnCA8HvNR5gDsK1xnMbBHWA27Uhq0GQYqtYJBsrsVWsstOctTNTag+bRyDGap1gZ0vfQAka0Xy1HCq4R3Tx8tMU7m/bA4Kkh02niqyERb5f0/d1ytmMGPshz/Fb3OEC1waO8iflv+iPci4SeTdmDMHN68+UibkTnaeHHWq6TO27XLYcsKM7Y36sJmTM/Y7R6C/u6Tq24BoO1PfjqWsrn1blSl13fHStL2cHz/U/7etbUt825XUba49afs2T6r+Rd/+Rtfnt9uLtZpRNkHNJS/vUXXtj6kq50w1mnRG5/Xr98fmve4yGIgm6eFvRpP6Hq6E6tpf43XvXpeb8dIiTff62FHxXAN//tVcFe+JJvnDcUJdz3n2WUV1HXL7NH9sdJ/9/p7Tdqa+bV7Fu9cxa/d7afpZf23q9eiNW/G4u/6899iz3n2k/1457ZK69uyvquo9OtWnjqb/vvu2tLHEEksssdxOdg9QKzgWLgRIORZQpAoGIF4xNqBtjAMj1mxVe3HgNIXZlFyjZ1/a+15+uHbUR4BtRz1nnSt1WtZ+ddR91wOjKft3VJVh2z89YDYpZRxTFWI22WVMmJlns6au9iqcHXMquTkcuK0Di7DxdJGvFh7lq+WPUjpQIc8aG0tFB04CzIahhPlxfAL3+yrsXhVe+fp9hCcCxhMrvPTaEagZcEoBQu7k6nfuNm0UQGoZrAcOnzVhWZ7ZZ9pfwDF2NaL2lG0bbidzE9oDHDhwib/HP+c5PsQXr/+U+REuwszBOQAW/tMHaGcytEsjxvGQMH4547yolciyHpqy05ktdhaMw6ryQePI6M6xkC4JvsDnuLh12IyfqNsuqnFsQzNZ4OjBJznCBf4X/g61F+91bRf11yJwDDLT64yxSp0C7WaW5T13G4/SmS12Zm4am+mQKGMdAAzwCkdoHBzhw3yNNFsEdpdWp9Czs9Zs90ayyBc+9Tmufv1uWIIbmWHayeHogQzQDi1IaKccgytzdcq0m2mihzngeZ7GrDuSxkFYgZ4KeI9dzdCzQc6U1znGHCuM81I75dpfM+vtjseuEyRCVhinTp46eWMLLEC3MoB5ya2DL9uXEZqMcYXu30hQpsJhLvJlPmZirZ7DMbqhra9ClOWNJZZYYoklllhiiSWWtyG7B6haHbWtvo+crq5hAKKNOdoZxbALDRw4FbY0iTkJldNJAZMjOFAqYLSDY06xaes4hCjeACdwSE9kSP0dwjEcFpxO407LQ9sfYdtmMZvwJvbLNZgvY7wC0wONPfBzzjaJFNVjh6hOHXLgqGPLPIkBj+UdOJtyJ9ca7M7DenuC9eKEY6kCIAONjZxTo7RMYu7kVY4MX+BT/Db/YfiH+GrmUZPWxgEGYd10fQW4I9fiBlny1PkIZ5jn/TSf3tdjXMdZMY6RKlhAlHLqpoH5jNAwzpWsmuhgZrvH+o1xhUmWSdClQpmvrD5imDY5EKji1G+FsQwGGD/4ugkps7HfqEZniHomzgGlNmN7rjBkPfcSZrjKfrYLgwwNb5IorbKRK0adY8n8ZoDcAFcz++lOGMdI4gxobTUfZbubrm091WTNrspYTNk6wpQD0yFRb81l3OGBrA0pJ0LuCxNhv7RjTQEHemWZZyCb2+QuVkz4G83K1kz65JjxiiysccidUcdHQI+ZkPYVIOANCtb78of5Gj/M7xIS8GRxnBvJYZNfqy9LX3saCLHEEkssscQSSyyxxLJ72T1ABQd0mmDA3rcxm9r9OAZUgKbQT+JK+TUM+NxrPwP2r9iY5uEfYWz/zlpbts4ODuCOACWYSsHSqCpbwC+2LRP0wi4kgc6EzSd5Nuk5VRIAUSTqUbWDAyGzAKOQfND0XWzwmrb8EvD5HRNi5bOqjDkcqMgAjwMzUPyRV6hdugcWUg6cPYVjQpsY8FnBOcLpYNRHc9AuGU+5zNp2F+CDw8+TpMuv8VNcXDvsPPoGOC3nOZzqsrBxmR0GM1sUxlbYJMvf55/yte73mTy27D/8+ifMGFVwrLGAj5Ips8EIKxt39Rw5rU+Pmz7U4SP8MXnW+DV+iqvP321UoGSZLGDG9Cmc4x97CHLp+EHGWKXdzJrvhGXN2LZUgTDD5fI0Wz8+yJXVMVPOiQyJU10Oc5HB9BZ/VHzMqqTjVnsNp2LbzPA8xwkJWLj4ATPO8/Ta32PMS7bP80S9VHdwhzfSjxzwebhj5jo3gmF32FGEVOkaO9VRd3BgWWgTZxXHik4PmHAOC3auThNdr4HtSx04A+vNCf7F3/hvmVs7ZgC9tPuTpmzjRGmJh3iOFca5wBGzViqo0BgP9Bw4/aX/9Us8wlcoU+ECR/iHq/8j58eOMs8sFcrkx9a42rTs8TH7uIDwGW5VU35XiReuIhIuo9QnzXfV3s/tu1JVvEU10leHLfdJ0yEZ/Pq0OuaYl6bvvXZnlIpj2wulUfLUSKs6dIOvKqxVbn11SPXTlPRc1c+q6/LtHwOMszuRgpdWVde1ajRtWs+jHy5EyRmvv4956XPqesZ/+IK67ufi3/9CzU3OS/L7f0udSs6p69Nemn53/TKbt7kGouvdV9st92mM/07pdew3QKuxe2qzgbr+nF9HVFU69/mrvevmL3ohHyKqyt7c6DntNzZ/brzE/XaftH4hOPr9/+s3dv1CsMA7D19yqk9atU9av7b2C4nTry1TfdL69e+9fdLgVj13Le80BE2/sCf9Qrf0GzffrGG3z71VmJ1yn7SX+qT5/8u09JvHfm3t91w/meiT9mCftP+tf7GdB/ok9lk3x37o9mlzbxUSqr/s/j+oZngiKohrOLXdUe8Bsf3UQFXLAObHphONb5qzn1CcJ8nLkXQb+M6QLXOHN315JF9TmFfZDGVdXMgcDhgJgylND4nGkRRAC/QY3jBrGaOk+WFawjF8bVu+BXpMme+3u2kIB9z/O73BEADYVn8tKxlxkpMkstnaJs0mCZa3Jk180aZ6TgMpvdHpAO0U7WaWRmabVjLLG4mA9cWJaEiVJRxQ81nBwNwP0SKb26TdYxsHenUOsckgW8ahUo2oqrgwbzU1F5b1W2aSCmX2FEI2isWosyfNhHYw8U6rTp2220mQTbR6Kru3sJPyvP27Rp6VrXGzYavgAKc+tBBQrcczxIF1YVkFoGo1XFkTGUgkO+zIM5pZT3qfaVyoIb1GkkTBKa4NdfJm/oV1TwIzbYoTKwS80XPgtcoYrzNuQvz0VIqtmr1tZ5kK7+EiabYBuLE0zKuZMiN7GqwyxvbWoGtPRrUjRzRWbyyxxBJLLLHEEksssbwN2f02smlPJppJDGu5hjnJ3Ys7GR/Fqd8mbdoEBkBqpwev2Txl80zGqkT+Eg4ENMGc8I9hgOhLpoyF99nvRzEAWTz1JnEnC1Xj5KCI8xJcIuLBtgcaCzgGNcDZ7tXpOfHpqZ9WwTC610xbFvfD4ig8Kaft/9G0oX3IxIWFaLzTM7D+yxNuUz+DYU2L9GwJweaVts3h7EebRFV2y+aZs3PfDwVIHbvmWN4niXquFeAU4LzbVoB2ho2Fokk7xq2ANsSpagowruDAeA5+iN9jMrHMr5/8WybPOVvfFJznKAEh+XydWk45OtLt0qBxzrT/T6f/IhdPH+aT6d9l+aOT/NEXHzNtn7Z1V3EOg55NufmqGI/K3GeAc6+f0gcBU9BT9V2dHTPxVqdx60KesSA4Ah4FTJ/F1CvzlrRzWTLP3AiHnfOrp813bTlRlL4HmIPbwg77DrxunF/V74RnBlwbksAXbbtmYc+xGvvTq7z89fudk6KTcIxv8nLuCCxaG+EAHp44wxRLHOQSWVpsM0jLHClwR7LLjQyY98meglbzsAS/cf3HqAyXmWWei7wH6tCu7GVpZor1cxOmbbJuZT0JSy/Mv8/uxBJLLLHEEkssscQSy1vI2+A5JOsABoRuciul2rLXwmqOElVHkOc8NlWYtA4e0yehYYYwFLtmSuX7Do7BzdJztKTBBDggpHs8A6npaxzOX2SLQV7O3e9UYoXlkg13T3VHWOIURg1hBBfGxobBSaZMvbou6Z+wTNh6cvTY1Yj6rDClAlAX1dgIULTXd5y+zkjQIJ9e45XMfQ5gN+mp4fbAqdQT4kBE2RsfYYClHXKdxHlyFdDcNjaodxJGbXntuD3PcUZoEG4EjkkUVllYR832SjtDWK/lGZloUGDN9aNIz66y12Y5BJC2YtSOh7S+V1M9o8cjB9vtQRMiRca+jmOshTkWMIYap0Ddy7xoBtUvRxjZjHpeDhvaKa52JqE94MYpUHMW0DtcGUk3TCig0o5xDjZvyrjEQaN1ICxmARrkaJHtMah3YhwlNURNrg3mne4ALQjzEEJzYR8vHH8/q4yxRr5nM7y+aMGpzH9Sjb2sSc3UxxJLLLHEEkssscQSy9uQ3QPUpLIX6ghrKSC1hQOi4kG3hGE/WzhHRy2MjYoONQPGpiAJ7bynPnzNlpEFjqjGSFtGbZr2+ptyAC6D89ArEtIDGAc+tMjH+DI/xr9jjQL/04P/D76VO2lAYQiwBrW8B9zGbH03oThgbSKlfw+Y0CyzuE27sG2agcNmf9bmOY3Z7FftZx5je1iVsVkDLtsxm4DMIcO+Js0w/3/G/m9kafE8x3mleATm7fhkcKygAKICzrvrLFDaIXO6wXY7zY3qsFMbDb1PBQe25jGAOWfuTYiW0Dn+qdNjd7/6pUdd3SE9T8Z3HLvOjVPDph1P4EBtCWcmUMsQTIQk6Zq2JnFhjqQscGrIIT2guMI4IYGbtyoGZAozHdiyStAMR6CeMXkW7UcOKbDPncKBTpnPXPoouQAAT3NJREFUWRzIFgY4cOPSsx2W7wWE68OTJoaJ7WDAaQkH4Hts/w6HDlxgmzRbDJJnjSybzByYZyk4SPuX90IbvhE8bMqbAo5BqnCN714/DMPwg/wHprjE4e5FSECWFjc6Cc9m6jK0y1AbgKfh6sLdXF2623mfrmHYcRmbEk67oGTHSMbuXS2+uYK2n/PtcfQ/n362Q76tjm+vqaXk3fezD9JmF33sejLevWa/616722fVjdfuqt8W3f8DXpq283vYS1MaN6e8pIq6rnlpf9O7/y11veTPjbZX8ux6FvWN3yfdAC/Mi/+LWlX2q0nPXjWnftOavp2ryvs0t09buhlNKnihdG55VklbXfvzr+9DL63vrkGPqR9mxh9HPR++7Zx+x5a8NDU5wQ9Ekx5V17/s2aN9NrqOm7+4T92lvTrUOE57SSe5fZp+b5711kYsscQSSyy7lrfBoFrpgPmhKWNUda9hfjBHMP+5dzCgShwZyI+ChH8ZwWyUfCccO5hYjL1KTD25lLPFk019ElNn2/5Qy0a5nXLMmIAAYb40w2VBUIss88wyxipbpOmShFwbyhmj7rqQj4YQaaJirXZMuJXeeIxAbsABMWx9FXs9a/8Kkyp/czYtg/ndDXGAJglUxzAx8dSPe4j7zU7C7370h0mzxRJTJlxIWQ2tsL9V1X9hLWeBXIr2wl7HfEm7iqrP0jYpR9jdJZPn9/kYy0xG2UfNCCeJhtoBbrQHXV9zan5kruzG83cefNx4EUZ9H3KrZ2KZG/tZWRt3z8hfAZMhDryHGHBqxzLiuEg2aTJmMkYCSBdwzKh85DBA6hWWWlhVfVAhhygyph1VT50eE3qHjV+a5QojNNjPKlk2mWeWdGabtmaFm26edpqj7OTgUrnLU+kf5ijnCRMBr1JmhXE4m7GOUnYwh0c7wIBp16NGu2Dnt0adkyrZ0MpByjTu3dRrR/r+9v+7xBJLLLHEEkssscTy51ze4RYyhUF54qSoA+y1G/4U1EpeXolFis0/ZgBQiN30ShlX6Knoyi6+hAE1SzjAqTf84FRUBfAFuM3yFG7jLsBg2sTPDNcCzmeOkhjukqDLNoOkMtvsCEANiMYbrQN1C07ZVADVgvApHBASli1UYFaAWg/omrbtnXmNbifBRlh0jKWoaUrbK/fQs+8NcQC1DV998VFTXw0DiAWwg6tzgajTJQF7AY7BE8AUmOs7ite50Rx2U6nbnqFno/tlPm7C34S40CYCOnvjQPSAQcdSzajvBSRaEPjS7z8QZZ1rqg2hmmcPKO5URm9VN9VsJzjm9RzOi7IArYCo86xQtUFAuIyp9LHjjT24cD9JogA1gwsUv6jaLocHMlYzJkuWTcZZ4SCXKFBniBaXOMhgetupLQc4D8UC5Auw0Szyu+UfZiU/ToKucQqFdQp1Dgxb1zANsO9Y6UMvc5Tz/EH5LztPvwLaK7jQP4EaFw1QpY+xxBJLLLHEEkssscTyNmT3AHVKPSEAIXkIOATVHVeUbFplo9oDKBYwJPPOMVHB5gnvibIuWk0msGWcJsqOggMlwloJaJnH2e8JYyagw4LIdnUvZG6ykxzifPIo+9OrHOcbHMxf4tInDvLSzPuNqmwbx3CBYUmbAqCtTNs2zOAc6wgQqQwYleiyzVvDAZ4p89z63IRTg5VNvWz2BXAEWEBsmee6GosFoASpmWvstEddSBYRzfrJeBW8MWzigGXOtO9GMOzSyri5lTG1+a9evsuEB5onqkosAEzYRoiC0DNE7WUFMBdxsTjlGenzElHV4w7RNSFAV/o7a8ur4oCTlCkHABn1vQCtE/a5LxBl0QMc+JZDFn3gUEfFWcWBTzlQCXGsfoBzKBTiVKPLql01uNEZZj43y8HhJT7Fb7FNGmOFOmK86f4sELQ5NHGRl9v3m/qlb3a8u50EIYGJRcsjXP7mtFPXJUkvBJSdt4NcMozrxwP+9LWH4HMZpyKNmj/pl/Rj3vZ5mrfz3+X/XJI5Er1va9VB3wW8VjP01Rh1mq82rMv0B9JXldTleGE3tJS8e11s00sL1HXdL0jXf8VL89s6eptrT4qeampNhRJ5tnr7Mn213bP++FfUta9i/S117bvYV3UUvHbXlepmxwuP8qSvRn3+zZsC9A95oMa46o1NUV3XvDR/rp7RN34IBjVXz3rlhFrl2FNNjqjm+uu2T+iEpDeOgRorf20u6jq9MEMn1f2z3nPn9I033497eT+jrjNe29rqetEbt6Qq1x/vRX3jh0PxQzm9W6SfiUG/MCPvNMzMW0m/UCP+/yst/Uww+qV9q09avzAbU33S+q2VPmN6ql87gTP96lzqk9Yn1FZfpxP9QtD0e67f/Ff6pL1F//vOVb+29gtt1O85/7dLS7/+93s3yn3Snu+T1mdvABD0Gbuwj8nR3M3bp/UN3XOkT5qR3f8XEBAoADXEMW71lBtr2Vi3ccBKnpMaA6IbIAGqAiBy6l6e0cypbocAhQ5RZzQCpiSv1CltTgIdAx43ankGD2xToE6aLbokWC2PsR5ORJ0dSTkdjL0gOICkAVlNPSN1CegOcEyatKmi8vlgSUTGNSTKTEm/A0hntth5M9ZKQKYGqLosmU8BvfpwIeddyzqQOZb5F9AavEkfhNGT8RAgXKUXGqYHeGVsCl5ZUo7kFTZYRNqUAXI3zcatjWM0y0TZX/n44ySfAOsF2ntO1pMuQ7dD1r2swzpuXUuazKtmPtU89g5vMvQ2QFvtNNnhTSZZ5gpjtMjSIku3k6B43yvcaUPIvFw4DMnMLeFuEskuWwyyRp7L35k2Gzt98CJaC7Y9AW+Qp85BLvHqRJla/V435zJGS0QBu7yTNXUfSyyxxBJLLLHEEkssb0N2v4U8qZ6oYDansuE+ZdP0xj6pPhBVwZQNflPdaxCXxJxEVnCbfwE4HQwrdoye+u++T3yPbjfB+pMTcMqE4RhPr5BnjQvdIyQSXX6Y32WLQZaZJMsmWVrMcYzltUl2lka52pnkwsEjrDLGhbUj7MxZJvIczqEQOPVTqkAKOkMmGG0Z81nCqcxCVOU4h2GWmjhmrYk55S7Qc9rDSZwqq4z7Ik4tNMCBmgy9g7jm0/ucAxsNqkI1jlyDyqgZ23mi6rXYsspEnSLpgwIBixpQySnyDA5IzuGAWtPmKdg8AkSlD3LqLWtAs5olm+dpm2caA66k7ZIvsO2egUMHv83L4f2u3houPE/btqGMmasmbsyKOHXWZ3Cn+gLMpW0yLvJcRqXJ+GHzLNi2ParGISCqoj5tr8u2zhIUH3yFMa5wlPOMs8JxnqdFln/LT/ACs1xiiosb76HdzJIbNk6qjvM8lYkylwvT7iBh3vRr6n5zOvptjpr1eZbomhDv2nYOtkkTciff5T0mzmwSd6CwBHATFgacF+jApi0ACzdteKdYYoklllhiiSWWWGJ5e7J7gHoCB6ggEtIjor6qwQVEwY+AFyknJMpoCXAFpzIozFPTe16AXwHezwt0Egn+aHoCgp1eGI6sVUvY3hrsOekLCdgkS0jAysZd7FRHLZM0wPLBSd4gYKc55FQ1m0TZOrnXwydMWRXHmIkIcNEMXIABIjJW0i+pI8CBz4L6Lkl0fOUa+3wFByjlIwAR6DmjknbpOvWcyX2OKDuox1/63MYxcfoQoul9F6g+CBMqokGvPqjAeKLtdhLcQNnCSlsg2lfb/k2yUUZW2iljKm2RNup5CDCAUbXhlsOWyHzdNGrfOt1vp14P8t4kbfsKWCdZO5DssqcQMpJuMMmy9Y78BlladEnQIGfDvhSMem87DZ0Em1tZGukREw4G3Huj6kvQpUWWta38rWrJbrR7c7fMJIENSUMtFX0PgZ6XSxm/SHoDOqMxgxpLLLHEEkssscQSy9uWXW8h/9InvkRIwIXrR2gu7YvaFIoqpLAyAgzaGKZT2FL5TlgYAQ4C4so4tqqE2bjXMBvqc0S9vk4DAWTK6/wN/hWDbJG8v8sFjlD9+iGqpTK5QkjzqX3QhC988nPcCIcNoyQMmLQTU+dLyQcggDsK17lRtTaVAi5619cw+uFCr9nvwiQ8nXX5C/YzRdQLsTDAJ4iqI7cxzJ0wqQEOdHVwznYECLeBx2wzhJmbU3MioL9i+9nToR8y5c/iGERpgwCNDoZlzOGYcrgVtLfXoL0Jz5TM/bM4Bl3aEdg+nSLKVgrr2sGp39ZwoYHsAcbh/EUSdHmxfMIxoRCNSyrrqmPGsJo7ZBjQJVu3pAc4pruMA+nC0nbsmE7jDhvmiIJgAd91MGthB6byvbp74y7tk79VXDzbEk61exp+4FP/nqOc58P8CWDYyxeY5XXGWWaS73KYJ3mccVZ4DxfJW1X0S7mDNMNhNhaKbGSKXCgcYTCzRe7YVZq1AoQDPYdbLbJGW2Bu1LRdAKWEZiIFjPYcai38/gdYmPqA02SQd7ip+rRkvz/mjTObxt5MDk/e9dLPXkRLP3uktT5pI969b+en7JWmvKSiuvb/29fUdcWzsalrOyffrkXbo7zmpfn2UZu3uYaIrVjNtwHV9jD+uOm2+vX5NmbalrHSp21+H5WdY92vX9u4+WWe9+51Hf4EaNslfw19XV17drU13R7fNsq3I9K2bBUvTS2WW2yMdB/9/usTN79PfbYUndsnMX/7pnHCS1vUN55t3LlvuOvpU/2bFuobbxwLatzqnt1acFzl88rU99X9xBJLLLHE8s5k1wB1izQdEgxmtp1NoTA1SziVRwExAjqruM2tAMskzjGOsFGovAJcQ/URYANOPRVoB3v5/E/+Agm6LDz/AdOWOaCYohns6wHLG5lh53RIyqyoMouYH8Uihq2rqzQBHQFQHHX2mj2gZn/ANSOl2UMpQ0CBZvPgVsc90yqfgIIQxxwL47eIA2HgvAhDlLnrgIs9m3Jsq7Q/wIEqAdPC8ApglT7LPDShB2ykbRmVX7O74FRsQ/WZxoVZAWfLWKGnUrvKGN1uwsxbDXe40CRqD+qzmwJmpT111S5pi2Z5Mzigqg8uSjjGU8qR+mVM/bHWoF/GVgCcjEsGM1+zMMs846zQYIRlJqlwDxXKhAQsM8kWaba3BllNj3GRwyTo0iVhDopCW28SBjNbpDPbJJJdqA9E1OK3GWSnPRhVsU8CnSRmEyuetHEq6JplnVHzJP2VvtRxB0tFYGHMjVcsscQSSyyxxBJLLLG8Ddk1QF0jzxaDDCa2zMZV2JMkzk6zYv/WW1DImg34PI5JKmC88WoQCm7D31MfxAHgHkizbBWjsJCKgNyXPv+AAyby0QBJmEQBDFLXPI7JKxLx8tsDIsICCqP7OZwNn7DA0he9IdfgW7OTwhTWcUyptNOyyHtPvUZYD7jRzBovwFUceBeGtQT8im3DSfvdCaJqvaEaD0aAAdO/Om5eBPAWbN9D274ZnEpux9YjIJE1DIsyAaJO+2YANVBjcFbVV7X1nLL1nsOtkTaGnT9lnr/64t3mOz3WMn4C9HJ2/DSjWsGArCIOdMqcyLM6f8mOn4yNrJ9pbmVOZW2gVF8F+Ek+cKDfzivgbFAD08e9J1/jIb5OlyQXOMJXeISvXv6obVfKHLYk7dxU7djIWhUm1N4He0KSdOmQcFoKdk22ullop904Sf+aA5BJQSfl+hBi6q3gDipO4pgLOeQJcPbiOZt3Cve/IQaoscQSSyyxxBJLLLG8Tdk1QG2RJUGHOwm586PfIvHRLnXyrK0V2KmNOmc3IUDWbdYFGMxjNtJ1nJMlDVJtLUZSJqSKMGqAUTOycUDr++HMgE3bgWTqVhvAJtC8Sc9WrkrUc27ALaE4mLP5KrgNumabBCidgDsev86NJ4fN5nwRB2wg6nVWNu8dnIqpgMykKreAcaSTtGFnBMRlcABKAI8ARrkX4FRT9Qr7VbR11AfexI7Qyx/i5kPKWiDK3haAeh7DHmZdXhkncABRs5pNnGdeAbPSDgGmAo5C1Z6a+osahwJRIChzJPllbS2oNgloWiLKwEqZC2o8wKkkQzTkje6rrE9hh/XfjL0u44C0HiMgrAd8fuyfEBJw+dJhWBxwDLK0V+qcuUnqZIOx/CoBYS9272rXqaMJ29o7jLFs8Hotbw47FojGkuUmtDv0VPrq2ajTsqIa38C2axHTxikc41/i1oOKd6sc8+513OclP7NW8fTd0Wv1VB/N91P/bHj3SgVxyVPxXNJ1+KqaOs0PzaBVJ/2QB9pdva9i67vx12qO90STMuq6TR/x29YvjIQvWnXaf06P69sJMVBR133c7wNR9ew+Ks63zLHO668Nvcj8+v1y9Ivo11/pU4dWK/ZC5/SdN12/N27+/4TgNmVCtIu3vFNqrnLemm4qVfHHvMfO+OVo8cIh1PussZq6/nSftHlf/b3Eu1N+qE/a2XdYZj+ziT6hjN4yvV8Ykm/2Sev3nvcr852GJ+knftgnJWf6hfWB/iFa3mlImD8Leafz/2e18fB/c7X0a8+fRSilfqFb+pgKJX+kf7Fhv8Ryn7Rn+qT16/9/xTAzXRIAjNDgMN/lCBd4nuNcyh/kpeIDUQc9UrKwVW2AV4332KfySvX1pr1I2et1ez3kGB0pL4NhlGgBFZPONZOhcxQ6A15vWrY8+QGrQmfIgKvmqAMZAQ64CdCsY20vLcCVDXvHFJM6dY1H8l/h6dM/6p6v4BgmASYQ/cEKcJv8ElHGNwmZ2XXalb0GRAiAn7LP5tSz0kYBvgKKpK6OKjdQz8v3vbFXnlY18ydAsY0DyjIGApBD9U8yVGPZ9j4icjggQE3YZAG+woK21V9hm0N6tpSR+apy6//NmhoPiIahkvVUA7N2kkDWgd2K6qd8hKUMvL4k1bUW6bc+BNAAWtaRbfeN2jAvnjnh2FHpzxS3hNnJFevMDht14ICQgJBtBplLHCMkYJUxtrcG2WoPRpnlNtDMRO2ue+PWIfLj28k68C4HEtJHmeOm/QQ41fgc0fUTSyyxxBJLLLHEEkss70B2vZU8xhx1Cnzz+oN86+xJA5oF8AiI0KBLNrHtNcwp0mvAKIRD9sEd3MmDnEANAXuNV9QZDGh/RpUdYsBlrzxrUymnQp1NUwdjmFOmLAaIrGFO9sdMocKECqPVY6iIgiCx45M+1YEF2PnVUZ4u/agDjCdwjo8qRFkqASOh/ZzBsLOy+RcQsQjtxb29UCm9mTmLY/LKOOdLZfsJgSdt+qKqT8rWjKJIABQHbvU4DFG1XwGRIc45zjGc0x9pu5SjwbIPggUA63wCHkNb9kmcaqrMkfQpJMpMC0PZxKnBllR/jtl+Lqo+CJhqAjWr8pzBzXvO1lnBzGWB6BqXfuTohYPpgfYaUcAsByDCKEo/l3BhZp5SYymgMbQffdiRM+1uTu/j7LHvZ89sjcn0MrPMk6CD8Vk9wtXX9rOnEBLsCam19zpQX4Bc6SpDhzdJ/8gW1S8dcqF96ilYGrNzc7NnF8usqfPAxxfZYpDa1+9980MSmadpjAaAiAbxscQSSyyxxBJLLLHEskvZ9RaywQghAc3KPgOansABOZGO+ttTlVzH0OPXeiVFwSn2PosBnAOOmSnhWDnZqDf3qopStgGb9rtNeqBVAEJTGFQLfoOBW1UQ27jNt1ZnBAe22t51HQNsCiqvsE11nGpuiANIIgLe9ZjJdwKYfPBfs2k1omqXGVVOR5UjQKoudQlbnaQHzATwadHAqq3K1Ux2QNRxkDwXvEl5ftlwa3gdv/yianddfS/MaRuPBXyTsjRjK2MhZeSgx4znVBmaiQ5xrHNvLRNlV0teX3Iqr3wv8xzi1oGA/xpOy0D6KIc78l1OlZUzY7NRzDN0oEWDXC+mb0gA7TRb7UEG09tuHdgDjcHMNuOsMMUSqyfH2GHUrQ9hP2sDBmiW6QHwcVZokaVWuNetTzkk0XOox0f6F0ssscQSSyyxxBJLLG9Tdr2N/MN/8ImorWZIVI2xDUatdtN+RjGg8BoOjHYwdJHkGbN58sAIFAacGuwMztZLWLUcJk9hzHwWsQ5zXrXllc33j+PSpoHkKMz/iGGHPofZfBd34EzK5HsWx3RJEws4Rq5ONKzOCQyIEhbqURxjKQBj2n73LFFmTUBBnWg8zgwO8IQ4RrQiY33Thj0ZcOxdgPMGmzPdZ9G2qwouhAgYJtOqUoc3jb1sZiAKygV8St8qtr8Cwgu2qLKt8xwOjJeBT9r6ZX103qR8MI6yZnFzdMaW86sYFvU0hjkX1jKwY17DqcFqYPyoal8Fs1YWcPaz2D6Fts05W54A3jOqn1Wbbx439gIOIXq48FnMPCwSDdnTwYH1M7acp1RbhAEX5lQAbUE9X8PZEMtalDUGbG5luZIeI88aD/EcFzjC5fo07fpe2uw1c1AH/r6LJTuVWOLH+A0eyX+FxidGuPiJw6wwzpdXP2aGuRCyvjQBNdhzokY+vcYQLYZo8RcO/xHnS0dptveZ8T6hxkHWTQfHKgvYfjdKxrtf0nYf/ew8fTsmndcLJXJLvBgtvs2LH4ZGi7YB8W2ldB2+vZzO+3ZOGz4YvU16ZgRa2v1C6/Sz69Fp/pj6z+m29xt/f9603W3VS9O2Wn4okbdjj6RtO/05fB+3F23X5j/nryM9j28Vrmi3aX0kp0w/muVoWsnLq/cPdfrIq969msemb3OnKvGXbc67n9aPnYqmVdT1LXbdN931swPRNP2/Iel3OJZYYokllt3K2+M59AZDs0OAAUPCjoJTv30f5gddNkB7cQB1hIjBt4AYDQamcMChQ5Q9FMBUL9u6h6KOgELc5r9ky5oGgja5oEEzty/KCIrIBjtn8zdxaqfC0jVxgH0J53U4VGMlrFqACx2j0/D+VokykfKsjIVQg+HArZ5rhTUs4VSN66loqJs20B6gx2C3bcgcYX6lTzJufjubttwAxxYmVT7NgsrcCPsXEAUuNfV8Tn0nY1y0zwvIlDbJIYKMiTB4wrhWcOrHApwt8xhVPff65bOgAc5TrgalqLaEXh7/bRLQC1FPvwHRtdJWz8oYyb1um/S1lmKjXWT1sNngbzFobMRlbDtqzJqwkxuEXItBtgkIGWSLPGnqFGjYTeuN9qBxpGSfaYQjDI21WGYSMBoUrWY26nUaO16zuPelYj+zxBJLLLHEEkssscQSy9uW3QPUWZwtpACnJhjwKehxyH2ClGURU9DJw1w+6gAncpquPEYKuBHW8jO2lc/gwl1U7UfYJQYgHHWnsAtY28Obxitq0bZ/Bvbd9z02rw+ZzbYAHAEvIqJWGWDYogwulI4wqUu4MClP2OfL6tkkzsFOydRNHefVV8YvxIXdkX4JUCrhmL+qMKBqDOvcyvjOYpg9YWmfxKmVVunFhe0dErSHTOB3AYkhzrYwo+oAy07eNMyrAC8BqG1cPNwM7iBBANeUl++sHRNhjnVdNQzIzgA/o74PcF6JwdmXLti/7R169snN42b9fRrHODfVmJwlCvqknQFOzTVjx0vSZW4rQKcF57JmTM+qPBqsJ20fwTH00oeSGm95DqLefvWYlonG7+3AK9xHOBWQT6wZFd9CG+qZaMzaBaCdIVHskqXFCA0CQrokeI6HWCPPjblhO7epXt03ksPUCvdSE3BesW2Y2YFFFfu2CAc+sUiWlolF/MwH4Glc6KNYYoklllhiiSWWWGJ5G7J7gCosjgCKWXtfG8WoR6UgOeY28QKuyjigEuLUGjXjlMm6ZwIcw1TAqdF+kigoC+z3GugKo9ljoAaisStrcPXSpMsvoHTW/hUmTJi8Oi50TJVb2aw5laaZuBxRoJrDOd2ZxbnNFxY0IMrqLaq+SD9niI6fgF8t0l4BJ8L6FYjaC9dTEI5FGTzpk/QhJMoySl42oZONso0hjoGVfgmwKat76U+SqI3x40S9PldxtqBTuLifkqdG1PGT9K+Tgk7JfE7jQF1TPVPF2fMKEyhtk7XSxgHJGaIMp/Qv9EIpSZ9EZCwCVZesewGgZaI2tXV1XcIdPuRwatVT9OYrU1xnMLHFBY4Q8AafmPhdvpJ7hPZTe13M2pp5fr26n+cPHCdBlzxrpNmiwQgdEo51tnl7zqJqtg/S7iom/JNOy8DlywdJ5TZJZ7aizqQih1CxxBJLLLHEEkssscTy1vL2ACpEgWSIBRV7gSHnObWA25RP4xhDDU4lPYkDMQHRcCZFDBsD8AttqGaMnaIwUZr90j0SAIBuI2bzvDjgVFQFgB3DqeoKOBKgUPPq0WzXWRw4A2eqpJnDwPZDAGrZ5hFQKAyrALoaznMtdvwCDLCt4UCMACDpswClKs4GtYmJBSdgP8Cx08I8Sl+lTdLH0H4XSFuUYytpm/RbQKoAvYwatxmcXW1AlAW11z9w/79nnBUOcomv8AhfffFRw5gv2f5rpjPE2oYqD8FTtl9FHMA6be+/gAPzNdzhQAan2qznug7QMgBUDmI0eGziDg30uMt7odddW7WpoNov61Pql/GWebfMJBnV3hJQhszMOtvtNDc6Ccb3vE6XBK985z5m7vvPPM7vcH7P+3hlaa8DnNK2aoqF5gdYCI5yYKLCGKsc5BJdkm8OUOUwSvqTtOPeJmqbmwTmU+zkUuzkbBnsmMOCd6uE3n1G2RK2vbRIzDovDmjEltGzgZzuV78XB6+mbRn9WHYvq2vfrlDbz/m2i9pes589oh/nz5v3jv7n7Nt5RjJ69zoOZb8YhH6aH79St8eP56rF/ynUffbXsr6/4qW9nbh3FXXt2VIeU7Fm557vU7/fX388VFzQW4xAlS3lLXOs5sN/LKeu69xeOp59pj/Ftd3Osf/e6P736VPNSyp694tKc2vRt8HWbfPrqLjLp7x3saDW2J+bA7oL7/C5fv9X/PnQ8lbb1nc68P3igP5ZxAj1/3f815DqW6T3G/N+/Xin8Tz7ldnvuX7xXP9LbOf7zWO/Ovv9f+rnA6LfPqhfW/3fYy395qKPvOUy7ecT4miftHf6Hr+17B6gzrTJ5FoU9qxRvTQF5wZMh6eA+azbmIWYH60TOBVO2eyWMIBp3n6EGQOzWf8cZkN+BgcaZGP/TMbk/QxmI7+A2yjL82WicTbBgac5zLtbx228BQT8ss1bJBpPFJwaqQBfxWBF4lQmVVubOKAhwOYcUWb1GI41FRByEqf2W8HFQc2pMgUE6ZnTwFJYQAFFwnzVVJ4AB45CnNpvUpWnxzADFFOQTLl+FnBM8wlVtoy/9F/yCtDU42P7+geFj1GcWOH9zHO+e9T9/hdxcyrjUrX1VAdcrNBpHHASoD+PUkPHHYAUcQBdj6MclJQA7HpexMyJjIn+q69lbPVaOI1zGNTEzHEBA3hLph2Z8jrZ3CbZRIv6Rp52bm/0AEfGT6QO7fm93P/wOY5ynkscNKq9QZuFy7P8N/wmPJEyhzoF3MGHMJ5TwEyGy81pLmcO8u3gKO1wxM21HGroww95VwI1TiEORHcw76v0vSKZYoklllhiiSWWWGKJ5e3LrneSe4trjCQaHGSJVjnL+sKEA3ghDmxpdk822QJ+AvudZhoFfGVg78xrrDPh4lp2VBkVDICYvWnCYSiAE2ErM0SZH3bMp5k1G3XNDJ3C2Rl2cGyZDzDl5EEAlmY/5TRZGDRhQeV5GZcqDiAJeKirsRNGLcABSwHBAnKkvgAHGFBjIMAwJMoSS3sz6vscbv7kORlzAagCDJNEvbNK/aGtX06m20QZuI66lz6Fqg5seXMZarV7ufDgNuuLEw74gmPjA9xakDbN4JjTkJ5t5i3zpvsYem3QwLqg8lbUuL7VAaGUE6r+Ttn2yYFBBQfUAyC3Q7AnJMsmabbo7ElQK95pHGDJPEjbO6qe0IR+Ocq3ucL+npMjllLGY/Q5zDqfwTn/auPUmssytinaS3ujqvaSr+eNuwNNa1NeS7mx0HMHztuzrBcJ4RNLLLHEEkssscQSSyxvU3a9jcwmWrTI8tzGQ7QXlY1biGNdZJOawYXeENA1YwuqqrwhbrNbh/VantzUVYb+6SZXn7/bhRQBs7HuAE8MOGZp1pZ1FgcCZjDslYCleYmVaqWCA3kCJGdwAE0Yp9DmP4FTT+7g2FUBhEl1XcKxeNM44CYAewbu/fnvUFktc2Nx2KniTtn2PqXKquJsZ4XtFaAoIOgkjsVKEmWAK/bvE7aMMg5ACMNqmTxO2XYGvLmHWwFI8l0NB7gDNQ5SZlk9JyCmbp+bJ2oXKkxcBi5npl39oU07hwszI4ccs7g1kMSstTZRBlMOAqZx4FPyCXiVgxIBuWWbf9rOxRLGoZLUK+3S/c7g1DFL6nMMclNX6XQSAHRPJwnyIWOsGo+4ZLmyOsaNcNgx6OAcZWlmV96rKSg+/AoHWeJOQoZoscUgPJtxoXWqtp0L9pkZbgmRs+d0jfH0Ci/96wfcoY2MQx1PTdU2oAN0bmLUkobMd0tZN/dlnBq6jFGOd6csePdtrQ7oq/QoNcJb1DH9e12mug68tLJ3n1HXFV+NVt9XvLT/qK599SZ93/HStPqRr+Lr169Vo5a8tPeyO/Hr1+Pmt7vs3Tdu85x/7z+n6/R/JvupLfkqZLqOvJem18pUNGlR3/jqXnocffUyX23wJXXtj7dWwfXWbVGprhaiSZH16A/NglYp91TRqn1U08qe+rWus+LlrZduX45WN6t56rf+MooU7K9bpWIdUYUGMipv20urKzW5wJ/vWGKJJZZYdiu7Bqj1jTztZhYqGWezJmBC/mqAqkFrEqf+ukiUcdLMy1KGZilN7qCKe9ZUH2F49KZdrjVjKQBEAETbs4XRbZZ8MhrCKi5ya6xSyS9sltQvgFH6KSCniAM186a8bQa50R5034e4H2PZaPqAUPol9cl3gapDxkPAd6DaqMsNcaxcST2jAbe/ORZGUsZI/gaqfD0fHuPXq1vAV4jzDCtl+ytRxhovj/RFt1MDLGmP7lNGfQIcm6uZQN0HyScHBQK0NeBOqs8UUdXnAO4oXic/vEa4FQCQSG6SoMMWg6xdz9OsB1BJOdtTfTAhwFnaJmMdmvinr6fHGaFJgxE2yTomXq9P/U7qTwdG0g32c8VsXTVTKwcq9SxUvc1d7z3aawsauJVRL+IOBnb9nyWWWGKJJZZYYoklllic7Hob2X5yr9kEL+EYNAFzNaJqqkUc+2cB057HamwsFo3Tmrb5jjmgs2PsG9sYB0ilAWoz97qN9gLOeY1siCVtypUfcVjzBZx9axEHWkU6GCc7zQEHSgUgzMLex15j/QsTRmUS1V5s3iVcXNQcTm0ziWEjT7VJZbZJJDu0n93rbG6rUG0ecm0TMCIs4ucwoG0BBy4KNl1AjLQ1ya2xOefV2Mizp3G2m3VuZbUFkAl4hShQm7HfLapxDHAqwjL+AjirOHAfElWnbaLA1w7wbaAB4X7MCb4+Ybf37VFnUyrAS0CnHAyUbRvKtk2FmzA/4NafrIumyjur0oStkAMQAV1T6rkazquvBrc54G/igKRd9+WxClMs8cfNj7ATjpi11oRaiLHZlDoFfMu744NN6W/ZjO/GQpHfOfYZmLrJntIqjXDEgX55B7hJz9uy9Bd6hxYBIeOsOJX0DtEwRTM34QsDpo01NXcZIKeYFgHks/bZadwBSI7oQUcsscQSSyyxxBJLLLHsQnbPc9RwrF2IY7DkA24jLOBNMVkbS0WzkdZsVQET8kTum6oeYcAELMgmXrOSPnupv5OeCUMkG+aems9ANJSJgJ46rD8z4dQUl4iqqwY4RksAQUjU7rGdYSfIsJPBqfwKmAtxzLKAZgGsAsSlPM0YCsuKGm8BjdJPAYJtnCMgaauUV1f5ffBRUM+XbbumvHo16NCHAgI+5WBC+hmqZ9pggOk6RhWuowpJ2Y+nhidjoQGbXj8yPoH928TYcWrw/maMrmYMZRxkjeny5bBFA1XpjwbyOQwwLhgV9LAbcCFxhJ3aqFO5DomGCpJPiFvHba98ab/uS8X0caNjO1CyabL+9AN6/ds1uvDaURoTI25sa6pdQM/7prxHSe9ai6z/wN7rdzhmUWOJJZZYYoklllhieZuy+y1kBccqCdMkTJKwfVOYTe4czr4xwGzgz+A2srKpF1AgG9+2rWdePS9lnCPqiKiKY7umbRtDbg1XI+BEmNSazZvDgY1jql0LwK9gmLISJtyJbNwLODBbxm3EpcweQLDPClOJrQOcwyQZz4Jq/zwuDqjMjIClaaJxOts476ngGNGm/ZyxdXxGjWHOe36JKACewoGoMjAL+w5/D4Crwd2QvEkqaLBTHXUsemjLqePsXiMs6br9K+BzE2O3to6xrRpRg2ZtGzW6aVqmW8YYFV6mhpvHHFG7WDkQ0Ctc1o3MS9mmS5sXcetlRuWxBxe9sRFgKsDNAtS95RXyiTp3EvKNS9/H+pI6BHlGPV9QcyHvkBz+yIFBEXdok/Q+C0QPFabtdUWPe8r1OVBlV4HfynA5mHZrZREzh4s3TRimWaIetvVBiRYB1xWcmn7Ftu8x3r0Atd3yvlAHAoFnyxeW1I0/IH1s8irq2h/7sndf0zeeTVykDv/BfqFkyn3SdON8m9ulPvX7YV4qt8n3VvX3CwHj59Vz5amtR/r/77w0ba/pt+2UuvZd83e8e22j65ej14MXxqCp++Xb+ern/P5+qE/eipem5iPwxkYf8OW8x0J1veClTR1683xwq0bFmx26vtmzBS+tqK4XvPWeU/2oR5N6GlE90bbE/txoW2JvjNs6r2+7qvKG/UIevZvkfJ+0fqGl+oX86BfWo4/tPvCOw3D0Ff+91tKvH+90zvuF7uj3w/pWY9Pok9Zv3PqFYOk3x/3a029s+tX3TsMBvVW5/draz19Cvzr7zeNUn7R+7Sz3SfN/K3abBrf+PuxSCsdvn1b/L3sXd7+FFLZKWMQiDoiUcKqSFYBXoX5PNOam1CYAMyRqpwrOJhEceJXNu2zOQxzDqhlRKbutvm8TVd+VOqUfwow9i1NvnMaAyUXbvxmcg6YQA74FOJdweEq3M2PLmMY5XJJ2CxM7g1OFfQq3CdVjIqA9p8ZfgExS/ZUfYs10lVX+0KZLuwSgVXFzEeAOBWQcF+Dqwt2mzJk2dBIGnEqbQqKOsjT7xzX7EYA6hPlHNgEc8uavivlnNYoDsUn7nWc/LBKoegNbzhIOjFWJeu/VzLHULQccJTVW4ECijKOANTkgELbzNGSm1hnbc4UEXRJ0GOMK46ywenCMy5kyPJVxwF3GS9og9emxa3LrGtBrQQ5BkvS8577349+iRZbLjx2EX0rBr2ajXpxDorF9pR797hSAslV5lzUr4FvGRPotIu2QeipqzArcurGMJZZYYoklllhiiSWWt5DdA1S9WRVwJOCzgPMc2t4BXoP2PQ4cSS3C9uiNuLCvAhhE9MYanCMaDQTh1k22ZhmFOdXqidKeDBZg7xhPv6GtYwr2Pvoa61+cMBt1AaFNrMfTaxCOOmcwGa/dsmEvY0BoSBQwN3GeXucxDOHcgHtG8kof20Sd/jTVXMh8yBhJ/RkcMO/gDgikjmn79yzukCHAAV5wXpprOHa2k3RspbRF+qc/7ODAqZwuiQpv1tQ/hVMJrg6ZtCTQ0adqennepDfZuZQKc2MZVQFv0ib9qADUAMekC8DW4F/KkD51cOqzcthSocfS7519janEEnnW2GKQkIAxVtnPKpMs051IUA0PuTLrqg4tAup7rMUONJOmXxrk6bmU8e/Ah/kaAKsH9vOlU3/FHHgUcGBSA1L/A1HVdWGTBZCWVBk6n26vgHt5D+QAJCcPxRJLLLHEEkssscQSy+5k9wC1iWMb7Qa9pxYrIDPAgIf2ScdoSS0CshZxqq1vVbveEMtGuY4DNrIRrhC1oezgWBwBeXM27ydxTNA5THxHiMS+XF+a6DFkvbAoSQyoKo06EJRTHw2oaxhHTb8FfBoTImXWtvsMjvWcxtj7lXBebqXfMm6h6pOMh7BTAkJLNt85omybgGJwhwEZMzaHjr/I2rECYT3gxjPDps1Pqj4ERD3X/kLGzZcwrYHqS0fVQRKjojBKjwnNpBwYrOGFUdhrCui0IJOFqZRVHRMW1lO9aGZtfM5RyAyoslpQ38QwsKM4lRXLylbz7iAkh9HUK+HWcoCzoT0GlIxKcyLZodtJslMfNXNUNg6KjibOE/AGSbqM0GCSZe6hQpkKIXfSYohq+VDU/rdCdN3LnEYOVlLRdP2+Fcz8UYK/8MgfGSBMgiWm+OrFR03+n+VWW1kBm9M4Nnde9Vfe3wpRLYUiTh18ieihzxTRgysB3j1gnOZdKRlPHVLPZ+hn1gcuvmqwTqt6aUptqO2pySz6qrJadccPbeHn1aIbvuSlVfqUodvtqzD5YU/Kfdq2W/HVhLRKoV+/349+IYD0sz/gpXXUta/Gq+/9PvnqXnpu/HHUY1Xx0vrNm263Pzb+Ouo3V1od1VNhKyjNldB7TKvVFj0NF61h4WtQ+L/3C+rar6OfarYuN+nVP+OX06c9Na1G12+N+6Ln2Fdv1OW8W1V6Y4klllj+7GX3AFXYuBpRdkaLMGsC9mrquQjDpp4X8Cp/20TFTxPmlR1op251bqNZIU3eSLkC7gL1nGysQxzQnMYBRwEYAoIlv4BB3Q+pq2afewynEiyMnIBH+cEsq77pMULdy7hq9lSupbym1w49tlIGJm+XJNlEi26QYCM37JzvCGAR4CZSVXXKfObUd22VFg4YD7Iiwm5Lu9tgNiDyAy5/G+a53qoUJlYmQDz92k1nbtQrb9WUwTUM6NWbtw4wataMzKmMt4BwAfwC1jJbZHMtEskuiUSXzcwWzWSB0sElxllhhAZJunQwsU63SZOgyyBbBLxBgbVoWBu4lcnU67uj2qPBpf5IO6duMss8Y6yyxBQhgdubT6lx1s+VgOJN5wRJry29nlDfv9lY6e912wTU9tbZbdSzY4klllhiiSWWWGKJ5Taye4B6DBcWpYk5/QyJApUpHLM3j3PC08HFPxXwWsGxQtO4DfUCsLAKzTHznLA0AkQrNm8hZVU65YTcglUps2rzFm2yMLDPYhjNk5jT1iLwBM6WUUZFTncFQAQ4Nd/TGOA5b+tZwgGKEMdAgWFRCxgGdQr4vH1uAQdiZ2wfH7VlzeMAwQIOlAdEPdIK6BPQU8KxlG1VdgZnr1k3/X3lC/e5Q4IqjvmVfghglja2Vdnz9v4UBlyf8vpet+0WZhVVlgC1ZFaRFOJM6SXoVGB+CAMuh3AMxRowBsHorerIHSDM4hwA7FUJVn0YzF85nMipfgNMQerkNXaCEQgG7Bxk2CgXoQCZ6XW6nSQkOxzkEke4wHmOEhKwxSBXtsbYOFfkvQ9/i0f4Cof5Lof5Ln848zHDiArAL6gx8UHoDFHvxwJgMzh7WQs0iwdfJU+dBF3mmWVp42AUMNo1deD+RcZY5SjnmeMYLz5/Ako3odyBpZR7X6U9su5k7uQwRt5j/7BJ1qEwu7JWZV3GEkssscQSSyyxxBLL25DdA1QBQQFR5zgaKAn7ksEBzxDH7AkDK4xNHWeTCcrrrVJ90myTbnXOlt3x1GiEAZWe1YkyVHUMWJhX/dJMkoADEWEShR3MqXIEcFRU3Zphkvql3wKKpByfMRYgXMKNW5Go3aGeMWm3sF8BDlDL81OqHQJAZDxDHNvbY6atdIgCliTRsRIQk8PZHkrZGZyqlZSrQbBuf0c6NoQBlsKU7sUByx2MKtWoA6ZyGCFt7eXT+aXcFD11NmlzRn1C076dhVHnOEvGy9bVzu0lVbxG6UCFNFs0GGGNPHUKXH1tP1QzMAcvFR5g8L5ttkgTELKnuMZGqegOF/QYijSJhlXS7KVmWD2WM0mXLC32s0p9T54ae92cChsMDLLNCA0CQijukAkaJJNdmlP7orFimzjAKu+LiB7rgGjc2ZL6TvcrllhiiSWWWGKJJZZY3qbsHqAu2r8lDMtXbdHb9Ncsy1XBbHancQzlMzi7u84O8Dx03gudPDStjeFcyWx2p7D2bVY9VKs6BkQ36hmcd10RYW0quDAvVZs2iwMGZ4CncaqQGmzWgeo1YNTZd2ZUeQEGBDyDYVKncaBXxkjyCIhrqu+kbVIuKq8AlVM4O9sSjrn1+y/PSLsERDZxDHbOfubVGE3Zdgs7WyEKRHOqHA2Om2DUaEeArHtuATdXRVv+ZyE3e5Xm0j4D+M6ocargDioAGIDOKPA+cyvMbgfrdMsyqQFuTuuYOe0xdWIXpFV8x0w7uYlhYKvGIVMh7xi/pG3/EoZdX7Ltm8Wp5uZsfY/DD/J7VChznqO8dPkoVFPO2dQCMAcvFk7w4s8c58DBi5TTFdYebFCtHTLlyoGAZiOrag71AYAcduTsuJbpmfRtbmUZTG+TZ43T/CeSdKl17nUhY6aBEqxMjTOY32KLNAXq3H/gm2wzyBZpOqcTtMMRw6QKQz6NW1ttou99gHMmVsLYc5dukim8QTLZBaBZ2+fC/ez+v8v/uaXZz85RS8e7r6hr35ZR2wT6YRyWvHtt53jIS9vfp23aJtFvmw7BccVL07Z77/PS/PAQul++faZeIH6fdNv6hevwF5kfDkCn+zaY2n7Qb3elT5pu64SX5o/j5m2uITrGvn2yDgfh17F5m3xvdq/7X+b20seW1D900nans36auj7npWW8+8fVta9t8bQyEWn6Y6PSprykz6jrM15awa/jAXdd8vpf1WvVD8+gx9+fG7VWC39ebFD72Uu/0xAc/eStxrVfKBXfRl5Lv/a80370Syu/w+feaegW6B9KZrd21770Cwnkvx+7Tesn/frwVmuqXz/6ldsvzIz/m/tfQ872SfN/K7X0WxtvFfKl39jtv31S/cJblHs7eWufFLvfQlZwIC4J5kciq9hCFZ8SzA/VDM4RS1KqSwHXoC0hRVJuwy5sZNOWJcyOPCps0ptt8iEaZkZYwTLRuKgBUTarrtJCqU9tXJo4Rs2XEOcZN8CxcQIs5fkkzrGMjJ+wjSLSP2EbJa2MAyo6r/RRs25VosBSgKaMk8wfqt85VaZmFgWwigS2Pq4B+91cSHsFzAuYPmvBijDIAmpKtk/CVMr4yjxKf3pM644bjDDlPAtzDRasDWrvpSxhNnoN4B4bHgfjSKl9j+tngHMS1MYBR1kP+jthEtuw0xyikR8hJGCNvHGwVcUB5ra6nh/gcvIghw98mTFW6Xw8Qe0795o25HCHFTK2HRwYlPkVllvGuGb/lmGjVOSpH/kkZSoEhGyRdoxmB0oPv8w4K+RoUGCNMq+SoEODEQ5yydiu7plibU+e54oP0QhHuBEOu3dAM8giGaIOpZpAOECy2CU33OBOQl7K7XNrLef9T4glllhiiSWWWGKJJZa3kN0D1CUcgyXgpIxi5zbpAVaAEuRmrtIs7FNsygAGxTeAl3GeVtdMQNezWate+xLw3qiHPgFhAgLbYEDxJuaEM2vsVgVUCUg7ZdoSsQEUIPas/b5EFKAK6BaAEHJrOJYApx45TRRgz+O83Fbsc3JfwKkhQ9TJTICzQS3avFPc6kSnjgPCGqRXcEBLA00NUIs4wCMqo7p+DZRlLJO2LSHQvgYMOBXSNtBcA/bC1IArW/os4/JpNa4ypou2D3OqLmkrEPWWaW1Q61l7XYH2Xmhncaq8Y/TC0RRxLJ+sWSl/Dsc0SlsAA243TabqmGMVkX6mCAmok6e+kXdguUo0FqzUkUwxeWCZPGvcxQrfvO8YC/UPOLAvBxEFNQ6yTvS8yWHEAq5fRfhG7mG+MXOchyfO0CBHbvoqk8PLTLLM4zzJXaxwgSMk6VK2C3GNAh/j93k/81zgCMtM0k0nqI/lWRkbp7Z4rwOoIdH1IYcYwvbaQ45E0ngxPsglXgreD+0ByMAduRYwTCyxxBJLLLHEEksssexWdg9QNQgK7Xc9ptmqxJ7G2bCF0Hx6nwECwrAVgNz7LGh7FaMaYFlUhiAs2+8a5m+Yj9qgBhiVooqtuzxgQj4s3GPKCW1ZwlZmMPVXiMZz7KhrVPtsu3sOh0pE7WwF/AU4dlJYyxzGkVTZfuS5E0RtMqWM3njgQHHTfncKdwgwhwECSzgGS8Cn9EXAxBIKuAMMOBBdtPnOEgWmAlw7OCdJHXAedIHOENTEqZEdyBAH3nJ51x4BMAIKl2y9T+JWm8xN2RYn9YI7WEgCHRt+RsLE0LH5fBtVsTf9/7d3xrFxHXkd/zi7a2/Wu85rvIm3zkbZNO7ZTZ0ml0ZNaFMlUqu2KhWFowIkENKhgkCcEIJK8OchIST+QEjA/YEouhOchE6qxB1qe3dVrqQ0VyV3QZeSkDjNptk2W2edrsNLvdms7bcxf8z77cwbJ1u3EiIcv49k7Xue9+bNzHtrv+98fzOD6dQIMnYpHHGsj2NdW6ljhHVZm8BMDiN0I9uZMBXnMwXrijdYYpCQe+g0NibHZYMdF5sFDsOmpz/kCY4wxBJHeJKHOcnkofOcZB8fXJyE6kByPKp0lMjzIO0lwjDCrlHawCxlVM7y1sFneuedYxPn2MsbleehuMwD204zyjw7qHKRCU7d2MOR4ScZYjF2Xge58O5uc5+OY74rdcxzF63E7Yn53kXxvXk1vv8l83O9XuL6VInwsXvg1EAvhPtWerh/9Nf/VTr+L9wQQC9sKet0snX8JSkqzrYfXuM6z354kb9fc7b9EJ9ynzQ3VNcvm5unHxbnhgrVvTRvSZBV6S5uaNhGL23kDtse/n+worffcEO6/BA292Q//Mktjx8W5qZFXpofCuXu+6HSE852v/b3n41KnzS/rG6+fmN94Gx79a85X9y0124/72wf9rJ0b3fFS/Pvzat9ipZ3tlveM9W8wzbAV5xw4IPeeTN4OCHWdT/c8IJ/sEPF2fYjRJxrrvo7oSiKoqyVtQtUSE7yAiSXARmxs/gWsaGbDaygDTAv/B2M4OFqfL4sHTIX78taliQnWMo6eTexs9bWgFaGnh0aYF2eM/G5JacO8pN28hYBLgIvP2DXgBSXy3UHRVCCHXsZYMVfNa67lLFMclZUnLSmc22po5Srhh23mcWOhZVjwLqpHbAz4kraWHIG4KbTFmnvU+rTW39UXn5GzEtCBL0XGSmrlBeSYyZdt9Rtb7DCsYJ1buWZyjq/aw5gXirTrB53NuJk6qRJB0lAcsmUGrYd806adEwkSK92DMtQCBaISLG0OLh62ZWsc3x8v8eZZYKLAAyxSI42E1xkgQKLOwZplO6zY5Slbdw8ZR9sh4i47y2MiBQXWMoZYts8yHDuK3vZUGmwMFSgtlihdXITrfic+h7sGNwZTERB7/sRfx+jMRNajZNWw6SFBajleuPQPi5ttSHOIcllihRFURRFURRlDaxdoMpLfYAz7jSDGega98wfwYjUfdgxczWSy4/gfHITI6Y2Ovue6JDr1rEioIhZkkVe2IN4m4+AMchnjBCuYMVsLT5uAitUKpjjilh3qgnUB2wI6jTWvRL3rYV5qReBKWUA665mseG0HWw4p7iM4vJKe4ROWzWxAsl1F/0y4JQlAiMq03F7em7JGWc7IBnGK06guKAQn79MbyBzp05iPGhnxI69PYa9bVJPcVBlv+nUX9oopOdOAjZsvIJdwucY0BiAxpgVgmHOhPZKZ8A+bDi0CP2j9CYt6iF1a2Cdz2x8jSYYVx+T2NxiwokD85uNv/0R46lZhlhicGjJjpOVZ6mJEYsT8c9xeDd9ACZhMJ719zJbqTJBm/UsdYfgxQ5EKdZll7g1M2yWJKpiOyPcTpAAIwSn4nrVsBEMLW4rkMmaY6/XS7wblOwsykH8I66ydKZIuwCUMpAt2/vSwLZ3BWjGDksFEyVQxKx/W43b/BkURVEURVEU5TOzdoHqRzK5OURxNk2SbtqdQlzSQFRwLh85CeKmYj6jTNJRckss1xDh0omXKQlJhoqmWR0KJOcEJB3FNHaZGhFtWWw4aJGky+WWx3VB0855rpMogkOERBorJureMTjnZW+TJtfsdRi44VyxwA+cfFwkrxZJlxOw4zndgz/BhmMvAytmrKHU2X8+RGR3nH03TcJUIelAQnK9UOlAyDtpIXYJnjzJUGnJT5zGyDnPdadd11IEem85GgkpzvXucSrVJYWZqTblVlZEtXRUiDCPO0bmJ0cZZImQgEtUeP/dB83kQdnF+PwuuXybVjBsozGlg0Oeb7n/bl3FAZbyJ54Dp34151y53wFWYEvnSMs5V571rLMfkhyPmnW2pZyuqyxtoyiKoiiKoiifgbW/QooDVvR+H0FvHEaIdXMCkmNHayTDQRs5aG3BuqYA8UyrrGDCfy9A5wGTfwXr/Mxgx1LKS3IZ4H7z0l1tQz3XC80EoL5slgQR4RNgX66LGLHzHMZVCrEuHySXujmIFWUBSfE6QVKYu8Kyil1mJXbZ1h24wY6xKuO7r3CVzZwL9pp2OoMVDq4A9EW/iIh92PVTm1hnrxWnRRh3G6x4axJPbtWOD5D1QoFsBvbEbSUuG/NYZ3u9uSenpCDuMgBxWieecCgdjyPmAj3hG2Xs8jaNuBzSflXMvS3GdXoxzvaU0wbNuG4H4iIdic97GevAus4zmCWN8iPmHruOtSvMWuW4Lh8B8VI0+0y55udGyY21GWfWuJ8RvRmJS7/6PjcXc1w/VTL37gw9N/o1ngXgBPupv3Y//A0wPQClbK8jpFXKmvofAKY6lLdcJrwR0GoU4RsDdqbgyPkUl9R91qTTQdzQLHapB7czJcCKdDlP3NfI+yFuq0Y8I2/gtKkI2GMknXAR6T+tAnXK259xxyS+lUzrPOLs+OMc3bGr/hhEd4Iwbxr/vDetfeTsd/xxpu5N8JcDcMcr+mPwys62P428e54/Vby/JMh2u+m3W8u5RsVLyzvb3/PS3GtE3pISDf/6fcZZ9h2DutAnre5s+2Nu/YfebXP/HvdLqzjb3kBut3PqTh3HvXT33n3kJbpjmf3B4s6zGXljkF9w6lzxTnP/5mb7pPnnHvfSevMowOpKOmVLl5NJkVO2Y5eSaavuVb8lGdzlk/osc+Tfbr/j8P8B2dBfasrS2eOPLXeo/UufXKufv0B9l5Lpt5RKv39Y/ZZE6beszSN3Tgp2fr6i+GZLgn/vl0hybLvP513apl+a/zdnrWn9GmB/n7Q+8xUAq5eMWiu1Oyc902eZmX19svxGn7R6v3pM9En7vEslQf/vzbk+aeU+af2u2ef5j1n7K6SIId81hNVLp5zBCitxW+SFQ45Jg3m5uYn55yg3RMTpPL2xqFHOvkBXsGG7IVYQS22KmImTXNcHTNhvFrvmqeQnzpe4X3uwkyuJGBCyJJ1PeRF3XSsRCILroIpbWTWftyrDXJjeTfrBLm1yybGbkpfgiuTQSRPxGnr7Acn8AONIY4R6Pd7vJcq43xE73laEbO8PkFTmdmvvibsqYtfpeMgCnQp2xuVYpEpbSn1msE5nGVOOBlaMuW3qtnMVO3mQ3N9V7n3BOulpp3180d/7gq/0ZqMlC7fCYVJjXTYzx2TqPJd2L9Jo3gctmJ8vstwZtOHbE/Seu6uMsZk5XuAV/uGZX+fay84/urTzKfcpzNLMjzKUXSJfatJ6Ll6qZ4bVz6LrXLrfSRGw7nfVFaKRl+YKVf87HsTbrQHb7m655ZmW75YrmO8UQaEoiqIoiqIod2DtAjUgKVKB3pIe07HYqGNeVr+NdTvL2DGiIiB6L9ojwE7rhJ0CWjeB/3AuvGAFahE7Gy6YcYZN7JInEXZc6VGsyAww12hhxEyR5GQ6IlqKy2x6+Arbn7/Ej/7+EHyTpMgmbgOpW4XkONLjWAdUkJd0V3hWsQJrCs69tBfyHSsGQlaPRQ2xY1c7zjEAzTawHmoDtnxSt55QaGN67Ofiz0+AvVgH5CbG5Txo7tmM5H+JZIy1TKAEyVhOdzIjcRwyTih1xqwbyok4rWzvQTVuizOxS5fGzp4bmEPNbMjLkO5CI2tnnW1hHDwR7OKu9sRR25QjH/eczmAEZAnbEynt2esUWQYWoDVin/kmpCYjJnmPMa6yi9O8PP0it2aGWT4+YoViKc4/NM1Ro0KFGn9+6avkty/wp5U/s/fZ7eiAnkjvVDfC4WuMb7jC4/vfpkuK8z87yez8OMtnRsw1RLiHWEPH7b2XvEXIhs4tk2cqwIZaS4dIgM0/woa/FzHPdo1kKHBEcuyqfL+l00dRFEVRFEVRPgNrF6gvETtbK3BkwM6yGmWsY1TBvCyfcnIuYkWGvAzLC2yIdS7BvAzXchCJhZ2B9JgVZTWS4zCD+FNs9Aa9sEuexLihEuopzs8BrHMn4uNAnFeUZuF6nrkNY3biF19gSpkljBLsy7gIrTrJSW5EFGSxbrM4Tmcwk+MUs1YcvISdsOnV+HOP027iMnbAdBLEzmUrbV2/PFZUtMCEN+UwbrWE8jrlZ8Sk5bHiJwuE221bt4CWrD27gAkJyHDbsBkpwzTJsbjNMTP5zj6s+KnGdWTBlCNg9WzQZ4BmBqoZGxoMNkRb3GxXnEZAKZd0ZaecukmHSa/TRCb8yphyVIiXDlqBdMROzvIsr3GFceYY48TYfi7md9AKC1DP2iWBoLd00cKhAm3Www3YTs0s0SDPizi48bG9OmQh2BBSYIHzTNIlBZhZhK9V1rNuagmAW2eGrUCVT3HQ5Tsiz2EZ+/y4AhXs98ttN3k23PtXJxl5JZ0h++L8JzDf/Sq2g+GnkE3nPkzs37xhQ0BbzxxOHnzM2S4nk2g54a+Rn+bujPRJIxnxU/e+i4Gz3fHCOEvOvn+v9jjbRS8UJ3S2m/TH7TTxy13sk+a2lV+2bzuhmqEftrz9U/Zd3DBSf7mQz0nW23c7aYpeWtMNx/NDoZywsSkvyW2PGS8t9PYj95574diBk+af54Y1V7zQWKceT+3/TiLpjZeftzv+837G2z/gbD/ppXWc+9H0nukjTsb1ZFLiue14976a3P3U8OgefmhwnzzcOvv3RlEURVkzaxao00//mBxtNnOVI8Un6LQ2WreqTDL8VUShiAdxwlokQ2pFTIgLKYKwXo6LNmBevgKSYiIgOWHMFKvHk0oWR7GzCRexIbxS82z8uzyQXaQbpQkXA0oPvs/Qg0vMXd/MUmeIVLrLcnPErqvaxDpPrihoYNceFcEk/8Sk3NLyYXzsUaw7/CRMP/ZjQgIzDrG6yeQ5jR03Km3dASMW47U7uQbRaHJSHSlbEF83ctYIDbFL56Sx4dMhdgIiacdifP3agJndNnKEn+TtCpyyUycR6i3M7LjTmJcTEfxN6IURy7VK2BexVtzmMySXQnEdSCmHdBBIO4vA6sT1m3bOl7pK50WeeLmijb1naN30DcbHZml3c0zyHrsvXGDr/Ze5wji7OM3Q8CLN4SLvswOOZVe52wsUWMKMWR1nlvKhC8zOjXOrOUym9IkJDa5mk9+fPIxxlYCQs/NGHFRGL1FImTKNp2YJCKmO7aB1o0CrGUAtYwSy1Ec6giRPEagiUsFGHlSwz6h0jARxmnQ+icgtOflIx8AByFc+5gvD5zldfojlUyNQXmFdvg0MoyiKoiiKoihrZc0C9fRbj8As8AZG0B2E4/t3c5J9XGQHc4zxDo/ywfmp5PjHk5ieyxcwL+HT2CUyApKuV4B5Ca5mzDUmMJPa5FfgmwP2fBGYIkrrcR574sI2SIrBLMa5OghPPfEdCiwQELKeNkMssYMqQyzRJcUiQ7RZT46bpIj41oZf4eKGHdQvTph8Z7CCT4SgCIE9cfpRkjPLdrATCjWxa4DWsMJN6hRC7UaFZ4df5+Hhkzz0l6dJ0eUsO/k+T/Pdr33JiuQ8kM/FbZIxExKJ8G+YvHriwxUo0rbfi9tOHOgIK0wrWMEnnQOB0/6uG3wqzv/XWN2JMAX5iY/5xeFX+BH7Ofe1vdZVr8Zl/GNMCPC+DFRW2LTjMvs4yWbmOM0u5inywQc7TIjwYYxIlfYUEdXCjn2O4vK790AcV5xjpJ4VkpMOdeKogCl4dux1JjnPztRZfuPUP1H/IpT3d9i4633+ceq34H548+d+hre3PM5f/f7v0W6tp9PKkckukcu3qVAjRZcLe8rcyyx/x28yOLZEaqzLvsWTkId//d3DXGGc80zSZJQWBf6CP2Db5Y/5o61fBeAX+Gf+jcf5VuqXASN8WzcKDGaX+J1tf83otibFQ/O8w6P8hD1M8h4FFsySNgzRJscX+QmHOcrrPMtpdtElRYouBRbiWYa38/FHm6GZZV3pBoVggfGhWSJSzHeLLHUGWewMsdxaD50Mpcn3uYeQCjUe5R2+zNf5+uiXeeWJF6gtVmi3+jgPiqIoiqIoinIb1ixQ+VvgQzjxQ3hgCEZ2wYE/eZcvPHued3iUi0xwma0sTBS4VtlixedJrHMaxHmJaycCosHqSVumgD1w3+7/JEXEheJuk98EkDYhl9nATNbTCTda0SgCLXJ+xP2Z6vAIJygyT4AJoczRZiuXSdGlS4oFCoQErI8nyynSZJZ7IRpITggj5RWBGmCFkjhLItLFoROxKuGV4uxJOTGfrbDA5uE5HuI0z5x8C27AzkNnaZPju+UvWZdMXMqD8bWyyyYcSgS7OLk41xcRWnHK594XcaZL2BmPQ+x4WEkPsKFeM2Y7c+ATlhsjjng24nTH8EWe5vvkuMm5w3t79ey5fBXzs+2xGcaZZZxZHuEE41whTZdZxmlvyxHmA5bzsYstHQXinIpzKbjP2+0c045znLSBiPhOfC8rxvWsUONhTsIPzETBv3QCdl7FhG/eB/ufPkE4FLA1dZlwQ8BCvkCQCsnRphBPKDXHZorM82j3HUbml+E68Ka53nNPvUnj/g3kWeAyW5mnyLYTH8MxmPzD8wAcuPouc5vHKNBigbzpTOkMsX74Jjs5S4VL7OQsgyzSJcXjvM1m5rjKGG1yzHIvhznK8xfeYOn+wd7arGm6jDLPfBz+l9vSJiwGbB26TIEFRplniUHSqa4xQ4fhv0YDlrpDTHCRUZqMc4WdnGXLD6+x87GzbOUyc0ObVaAqiqIoiqIon5mBlZWVlU8/TFEURVEURVEURVH+Z1n3v10ARVEURVEURVEURQEVqIqiKIqiKIqiKMpdggpURVEURVEURVEU5a5ABaqiKIqiKIqiKIpyV6ACVVEURVEURVEURbkrUIGqKIqiKIqiKIqi3BWoQFUURVEURVEURVHuClSgKoqiKIqiKIqiKHcFKlAVRVEURVEURVGUu4L/BiZQBBGpXcFoAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load the saved feature map and perform visualization\n",
    "multi_level_features = torch.load(save_name)\n",
    "plt.figure(figsize=(16, 4))\n",
    "for key, value in multi_level_features.items():\n",
    "    feat_for_show = value[0].mean(0).detach()\n",
    "    plt.subplot(1, 4, int(key[-1]))\n",
    "    plt.imshow(feat_for_show, cmap=\"jet\")\n",
    "    plt.title(key)\n",
    "    plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "salience_detr",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
